Netflix Dataset Analysis
Malay Raj
2023-07-07
NETFLIX DATASET ANALYSIS WITH R:
This dataset combines data sources from Netflix, Rotten Tomatoes, IMBD, posters, box office information, trailers on YouTube, and more using a variety of APIs. Note that there is no official Netflix API.
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getwd()## [1] "C:/Netflix Dataset Analysis"Collecting the data.
Netflix = read.csv("C:/Netflix Dataset Analysis/netflix-rotten-tomatoes-metacritic-imdb.csv")Displaying the first six rows of the dataset.
head(Netflix)## Title Genre
## 1 Lets Fight Ghost Crime, Drama, Fantasy, Horror, Romance
## 2 HOW TO BUILD A GIRL Comedy
## 3 Centigrade Drama, Thriller
## 4 ANNE+ Drama
## 5 Moxie Animation, Short, Drama
## 6 The Con-Heartist Comedy, Romance
## Tags
## 1 Comedy Programmes,Romantic TV Comedies,Horror Programmes,Thai TV Programmes
## 2 Dramas,Comedies,Films Based on Books,British
## 3 Thrillers
## 4 TV Dramas,Romantic TV Dramas,Dutch TV Shows
## 5 Social Issue Dramas,Teen Movies,Dramas,Comedies,Movies Based on Books
## 6 Romantic Comedies,Comedies,Romantic Films,Thai Comedies,Thai Films
## Languages Series.or.Movie Hidden.Gem.Score
## 1 Swedish, Spanish Series 4.3
## 2 English Movie 7.0
## 3 English Movie 6.4
## 4 Turkish Series 7.7
## 5 English Movie 8.1
## 6 Thai Movie 8.6
## Country.Availability
## 1 Thailand
## 2 Canada
## 3 Canada
## 4 Belgium,Netherlands
## 5 Lithuania,Poland,France,Iceland,Italy,Spain,Greece,Czech Republic,Belgium,Portugal,Canada,Hungary,Mexico,Slovakia,Sweden,South Africa,Netherlands,Germany,Thailand,Turkey,Singapore,Romania,Argentina,Israel,Switzerland,Australia,United Kingdom,Brazil,Malaysia,India,Colombia,Hong Kong,Japan,South Korea,United States,Russia
## 6 Thailand
## Runtime Director
## 1 < 30 minutes Tomas Alfredson
## 2 1-2 hour Coky Giedroyc
## 3 1-2 hour Brendan Walsh
## 4 < 30 minutes
## 5 1-2 hour Stephen Irwin
## 6 > 2 hrs Mez Tharatorn
## Writer
## 1 John Ajvide Lindqvist
## 2 Caitlin Moran
## 3 Brendan Walsh, Daley Nixon
## 4
## 5
## 6 Pattaranad Bhiboonsawade, Thodsapon Thiptinnakorn, Mez Tharatorn
## Actors
## 1 Kåre Hedebrant, Per Ragnar, Lina Leandersson, Henrik Dahl
## 2 Paddy Considine, Cleo, Beanie Feldstein, Dónal Finn
## 3 Genesis Rodriguez, Vincent Piazza
## 4 Vahide Perçin, Gonca Vuslateri, Cansu Dere, Beren Gokyildiz
## 5 Ragga Gudrun
## 6 Thiti Mahayotaruk, Nadech Kugimiya, Kathaleeya McIntosh, Pimchanok Leuwisetpaiboon
## View.Rating IMDb.Score Rotten.Tomatoes.Score Metacritic.Score Awards.Received
## 1 R 7.9 98 82 74
## 2 R 5.8 79 69 1
## 3 Unrated 4.3 NA 46 NA
## 4 6.5 NA NA 1
## 5 6.3 NA NA NA
## 6 7.4 NA NA NA
## Awards.Nominated.For Boxoffice Release.Date Netflix.Release.Date
## 1 57 $2,122,065 12 Dec 2008 2021-03-04
## 2 NA $70,632 08 May 2020 2021-03-04
## 3 NA $16,263 28 Aug 2020 2021-03-04
## 4 NA 01 Oct 2016 2021-03-04
## 5 4 22 Sep 2011 2021-03-04
## 6 NA 03 Dec 2020 2021-03-03
## Production.House Netflix.Link
## 1 Canal+, Sandrew Metronome https://www.netflix.com/watch/81415947
## 2 Film 4, Monumental Pictures, Lionsgate https://www.netflix.com/watch/81041267
## 3 https://www.netflix.com/watch/81305978
## 4 https://www.netflix.com/watch/81336456
## 5 https://www.netflix.com/watch/81078393
## 6 https://www.netflix.com/watch/81306155
## IMDb.Link
## 1 https://www.imdb.com/title/tt1139797
## 2 https://www.imdb.com/title/tt4193072
## 3 https://www.imdb.com/title/tt8945942
## 4 https://www.imdb.com/title/tt6132758
## 5 https://www.imdb.com/title/tt2023611
## 6 https://www.imdb.com/title/tt13393728
## Summary
## 1 A med student with a supernatural gift tries to cash in on his abilities by facing off against ghosts, till a wandering spirit brings romance instead.
## 2 When nerdy Johanna moves to London, things get out of hand when she reinvents herself as a bad-mouthed music critic to save her poverty-stricken family.
## 3 Trapped in a frozen car during a blizzard, a pregnant woman and her husband fight to survive while the temperatures plummet. Inspired by a true story.
## 4 Upon moving into a new place, a 20-something runs into a former flame that triggers memories of past relationships since their split four years ago.
## 5 Inspired by her moms rebellious past and a confident new friend, a shy 16-year-old publishes an anonymous zine calling out sexism at her school.
## 6 After her ex-boyfriend cons her out of a large sum of money, a former bank employee tricks a scam artist into helping her swindle him in retaliation.
## IMDb.Votes
## 1 205926
## 2 2838
## 3 1720
## 4 1147
## 5 63
## 6 131
## Image
## 1 https://occ-0-4708-64.1.nflxso.net/dnm/api/v6/evlCitJPPCVCry0BZlEFb5-QjKc/AAAABcmgLCxN8dNahdY2kgd1hhcL2a6XrE92x24Bx5h6JFUvH5zMrv6lFWl_aWMt33b6DHvkgsUeDx_8Q1rmopwT3fuF8Rq3S1hrkvFf3uzVv2sb3zrtU-LM1Zy1FfrAKD3nKNyA_RQWrmw.jpg?r=cd0
## 2 https://occ-0-1081-999.1.nflxso.net/dnm/api/v6/evlCitJPPCVCry0BZlEFb5-QjKc/AAAABe_fxMSBM1E-sSoszr12SmkI-498sqBWrEyhkchdn4UklQVjdoPS_Hj-NhvgbePvwlDSzMTcrIE0kgiy-zTEU_EaGg.jpg?r=35a
## 3 https://occ-0-1081-999.1.nflxso.net/dnm/api/v6/evlCitJPPCVCry0BZlEFb5-QjKc/AAAABW-fG-2_s3pGsBdbw4nLCWENcRKL2Ngj7Kv5_QQVgZ--GT8eg-BlyJZM9ZaAg5kAYHefo77975PKaTZ3Yza1zLQwgQ.jpg?r=66b
## 4 https://occ-0-1489-1490.1.nflxso.net/dnm/api/v6/evlCitJPPCVCry0BZlEFb5-QjKc/AAAABeq3p0f50KPNQTYmozdPUenqXI3bh6Hadry-yMpooR0_Hm2VzUqIzq1V7oihe9ImLxaZC72w9HttdBRoORQT-WVkaA.jpg?r=f82
## 5 https://occ-0-4039-1500.1.nflxso.net/dnm/api/v6/evlCitJPPCVCry0BZlEFb5-QjKc/AAAABb72YCHDSHzrB8i5_iG56UFm-qV2bslRyMHIqZ4tmlIpeVtMsqAyUem6JAxXtV4Ec9jlA4EpTdf5tNX2ivyLUwmPy4d3xowFdJE63MPXbWu8kAnc-j9qhAZrmMI.jpg?r=fad
## 6 https://occ-0-2188-64.1.nflxso.net/dnm/api/v6/evlCitJPPCVCry0BZlEFb5-QjKc/AAAABSj6td_whxb4en62Ax5EKSKMl2lTzEK5CcBhwBdjRgF6SOJb4RtVoLhPAUWEskuOxPiaafxU1qauZDTJguwNQ9GstA.jpg?r=e76
## Poster
## 1 https://m.media-amazon.com/images/M/MV5BOWM4NTY2NTMtZDZlZS00NTgyLWEzZDMtODE3ZGI1MzI3ZmU5XkEyXkFqcGdeQXVyNzI1NzMxNzM@._V1_SX300.jpg
## 2 https://m.media-amazon.com/images/M/MV5BZGUyN2ZlMjYtZTk2Yy00MWZiLWIyMDktMzFlMmEzOWVlMGNiXkEyXkFqcGdeQXVyMTE1MzI2NzIz._V1_SX300.jpg
## 3 https://m.media-amazon.com/images/M/MV5BODM2MDQ5MjktYTM1ZS00Y2M4LTg0MDAtZjFjZDM1MDQxZGRmXkEyXkFqcGdeQXVyNDA1NDA2NTk@._V1_SX300.jpg
## 4 https://m.media-amazon.com/images/M/MV5BNWRkMzdiYjgtOTA0Yi00NjZiLWFjZjMtYThlMTE5MWEwYWU4XkEyXkFqcGdeQXVyODY1MDkwOQ@@._V1_SX300.jpg
## 5 https://m.media-amazon.com/images/M/MV5BODYyNWFjODYtYTU3NC00ZmM2LTk3YzEtZDQzZjU0YzZhMTkzXkEyXkFqcGdeQXVyMTE2NzYxNDcz._V1_SX300.jpg
## 6 https://m.media-amazon.com/images/M/MV5BODAzOGZmNjUtMTIyMC00NGU1LTg5MTMtZWY4MDdiZjI0NGEwXkEyXkFqcGdeQXVyNzEyMTA5MTU@._V1_SX300.jpg
## TMDb.Trailer Trailer.Site
## 1
## 2 https://www.youtube.com/watch?v=eIbcxPy4okQ YouTube
## 3 https://www.youtube.com/watch?v=0RvV7TNUlkQ YouTube
## 4
## 5
## 6 https://www.youtube.com/watch?v=md3CmFLGK6Y YouTubeChecking the number of rows and dimension of the dataset.
dim(Netflix)## [1] 15480 29nrow(Netflix)## [1] 15480Displaying the column names of our dataframe.
colnames(Netflix)## [1] "Title" "Genre" "Tags"
## [4] "Languages" "Series.or.Movie" "Hidden.Gem.Score"
## [7] "Country.Availability" "Runtime" "Director"
## [10] "Writer" "Actors" "View.Rating"
## [13] "IMDb.Score" "Rotten.Tomatoes.Score" "Metacritic.Score"
## [16] "Awards.Received" "Awards.Nominated.For" "Boxoffice"
## [19] "Release.Date" "Netflix.Release.Date" "Production.House"
## [22] "Netflix.Link" "IMDb.Link" "Summary"
## [25] "IMDb.Votes" "Image" "Poster"
## [28] "TMDb.Trailer" "Trailer.Site"Inspecting the dataframe and look for inconguencies.
str(Netflix)## 'data.frame': 15480 obs. of 29 variables:
## $ Title : chr "Lets Fight Ghost" "HOW TO BUILD A GIRL" "Centigrade" "ANNE+" ...
## $ Genre : chr "Crime, Drama, Fantasy, Horror, Romance" "Comedy" "Drama, Thriller" "Drama" ...
## $ Tags : chr "Comedy Programmes,Romantic TV Comedies,Horror Programmes,Thai TV Programmes" "Dramas,Comedies,Films Based on Books,British" "Thrillers" "TV Dramas,Romantic TV Dramas,Dutch TV Shows" ...
## $ Languages : chr "Swedish, Spanish" "English" "English" "Turkish" ...
## $ Series.or.Movie : chr "Series" "Movie" "Movie" "Series" ...
## $ Hidden.Gem.Score : num 4.3 7 6.4 7.7 8.1 8.6 8.7 6.9 8.3 5.3 ...
## $ Country.Availability : chr "Thailand" "Canada" "Canada" "Belgium,Netherlands" ...
## $ Runtime : chr "< 30 minutes" "1-2 hour" "1-2 hour" "< 30 minutes" ...
## $ Director : chr "Tomas Alfredson" "Coky Giedroyc" "Brendan Walsh" "" ...
## $ Writer : chr "John Ajvide Lindqvist" "Caitlin Moran" "Brendan Walsh, Daley Nixon" "" ...
## $ Actors : chr "Kåre Hedebrant, Per Ragnar, Lina Leandersson, Henrik Dahl" "Paddy Considine, Cleo, Beanie Feldstein, Dónal Finn" "Genesis Rodriguez, Vincent Piazza" "Vahide Perçin, Gonca Vuslateri, Cansu Dere, Beren Gokyildiz" ...
## $ View.Rating : chr "R" "R" "Unrated" "" ...
## $ IMDb.Score : num 7.9 5.8 4.3 6.5 6.3 7.4 7.5 3.9 6.7 6.6 ...
## $ Rotten.Tomatoes.Score: num 98 79 NA NA NA NA NA NA NA NA ...
## $ Metacritic.Score : num 82 69 46 NA NA NA NA NA NA NA ...
## $ Awards.Received : num 74 1 NA 1 NA NA 2 NA 2 NA ...
## $ Awards.Nominated.For : num 57 NA NA NA 4 NA 4 NA 1 NA ...
## $ Boxoffice : chr "$2,122,065" "$70,632" "$16,263" "" ...
## $ Release.Date : chr "12 Dec 2008" "08 May 2020" "28 Aug 2020" "01 Oct 2016" ...
## $ Netflix.Release.Date : chr "2021-03-04" "2021-03-04" "2021-03-04" "2021-03-04" ...
## $ Production.House : chr "Canal+, Sandrew Metronome" "Film 4, Monumental Pictures, Lionsgate" "" "" ...
## $ Netflix.Link : chr "https://www.netflix.com/watch/81415947" "https://www.netflix.com/watch/81041267" "https://www.netflix.com/watch/81305978" "https://www.netflix.com/watch/81336456" ...
## $ IMDb.Link : chr "https://www.imdb.com/title/tt1139797" "https://www.imdb.com/title/tt4193072" "https://www.imdb.com/title/tt8945942" "https://www.imdb.com/title/tt6132758" ...
## $ Summary : chr "A med student with a supernatural gift tries to cash in on his abilities by facing off against ghosts, till a w"| __truncated__ "When nerdy Johanna moves to London, things get out of hand when she reinvents herself as a bad-mouthed music cr"| __truncated__ "Trapped in a frozen car during a blizzard, a pregnant woman and her husband fight to survive while the temperat"| __truncated__ "Upon moving into a new place, a 20-something runs into a former flame that triggers memories of past relationsh"| __truncated__ ...
## $ IMDb.Votes : num 205926 2838 1720 1147 63 ...
## $ Image : chr "https://occ-0-4708-64.1.nflxso.net/dnm/api/v6/evlCitJPPCVCry0BZlEFb5-QjKc/AAAABcmgLCxN8dNahdY2kgd1hhcL2a6XrE92x"| __truncated__ "https://occ-0-1081-999.1.nflxso.net/dnm/api/v6/evlCitJPPCVCry0BZlEFb5-QjKc/AAAABe_fxMSBM1E-sSoszr12SmkI-498sqBW"| __truncated__ "https://occ-0-1081-999.1.nflxso.net/dnm/api/v6/evlCitJPPCVCry0BZlEFb5-QjKc/AAAABW-fG-2_s3pGsBdbw4nLCWENcRKL2Ngj"| __truncated__ "https://occ-0-1489-1490.1.nflxso.net/dnm/api/v6/evlCitJPPCVCry0BZlEFb5-QjKc/AAAABeq3p0f50KPNQTYmozdPUenqXI3bh6H"| __truncated__ ...
## $ Poster : chr "https://m.media-amazon.com/images/M/MV5BOWM4NTY2NTMtZDZlZS00NTgyLWEzZDMtODE3ZGI1MzI3ZmU5XkEyXkFqcGdeQXVyNzI1NzM"| __truncated__ "https://m.media-amazon.com/images/M/MV5BZGUyN2ZlMjYtZTk2Yy00MWZiLWIyMDktMzFlMmEzOWVlMGNiXkEyXkFqcGdeQXVyMTE1MzI"| __truncated__ "https://m.media-amazon.com/images/M/MV5BODM2MDQ5MjktYTM1ZS00Y2M4LTg0MDAtZjFjZDM1MDQxZGRmXkEyXkFqcGdeQXVyNDA1NDA"| __truncated__ "https://m.media-amazon.com/images/M/MV5BNWRkMzdiYjgtOTA0Yi00NjZiLWFjZjMtYThlMTE5MWEwYWU4XkEyXkFqcGdeQXVyODY1MDk"| __truncated__ ...
## $ TMDb.Trailer : chr "" "https://www.youtube.com/watch?v=eIbcxPy4okQ" "https://www.youtube.com/watch?v=0RvV7TNUlkQ" "" ...
## $ Trailer.Site : chr "" "YouTube" "YouTube" "" ...As we can see that the datatype of released date and netflix released date is in chr so first we will change it into dmy and ymd and then into date.
Changing the datatypes.
Netflix$Release.Date <- dmy(Netflix$Release.Date)
Netflix$Netflix.Release.Date <- ymd(Netflix$Netflix.Release.Date)Netflix$Release.Date <- as.Date(Netflix$Release.Date)
Netflix$Netflix.Release.Date <- as.Date(Netflix$Netflix.Release.Date)Checking if it’s changed or not.
str(Netflix)## 'data.frame': 15480 obs. of 29 variables:
## $ Title : chr "Lets Fight Ghost" "HOW TO BUILD A GIRL" "Centigrade" "ANNE+" ...
## $ Genre : chr "Crime, Drama, Fantasy, Horror, Romance" "Comedy" "Drama, Thriller" "Drama" ...
## $ Tags : chr "Comedy Programmes,Romantic TV Comedies,Horror Programmes,Thai TV Programmes" "Dramas,Comedies,Films Based on Books,British" "Thrillers" "TV Dramas,Romantic TV Dramas,Dutch TV Shows" ...
## $ Languages : chr "Swedish, Spanish" "English" "English" "Turkish" ...
## $ Series.or.Movie : chr "Series" "Movie" "Movie" "Series" ...
## $ Hidden.Gem.Score : num 4.3 7 6.4 7.7 8.1 8.6 8.7 6.9 8.3 5.3 ...
## $ Country.Availability : chr "Thailand" "Canada" "Canada" "Belgium,Netherlands" ...
## $ Runtime : chr "< 30 minutes" "1-2 hour" "1-2 hour" "< 30 minutes" ...
## $ Director : chr "Tomas Alfredson" "Coky Giedroyc" "Brendan Walsh" "" ...
## $ Writer : chr "John Ajvide Lindqvist" "Caitlin Moran" "Brendan Walsh, Daley Nixon" "" ...
## $ Actors : chr "Kåre Hedebrant, Per Ragnar, Lina Leandersson, Henrik Dahl" "Paddy Considine, Cleo, Beanie Feldstein, Dónal Finn" "Genesis Rodriguez, Vincent Piazza" "Vahide Perçin, Gonca Vuslateri, Cansu Dere, Beren Gokyildiz" ...
## $ View.Rating : chr "R" "R" "Unrated" "" ...
## $ IMDb.Score : num 7.9 5.8 4.3 6.5 6.3 7.4 7.5 3.9 6.7 6.6 ...
## $ Rotten.Tomatoes.Score: num 98 79 NA NA NA NA NA NA NA NA ...
## $ Metacritic.Score : num 82 69 46 NA NA NA NA NA NA NA ...
## $ Awards.Received : num 74 1 NA 1 NA NA 2 NA 2 NA ...
## $ Awards.Nominated.For : num 57 NA NA NA 4 NA 4 NA 1 NA ...
## $ Boxoffice : chr "$2,122,065" "$70,632" "$16,263" "" ...
## $ Release.Date : Date, format: "2008-12-12" "2020-05-08" ...
## $ Netflix.Release.Date : Date, format: "2021-03-04" "2021-03-04" ...
## $ Production.House : chr "Canal+, Sandrew Metronome" "Film 4, Monumental Pictures, Lionsgate" "" "" ...
## $ Netflix.Link : chr "https://www.netflix.com/watch/81415947" "https://www.netflix.com/watch/81041267" "https://www.netflix.com/watch/81305978" "https://www.netflix.com/watch/81336456" ...
## $ IMDb.Link : chr "https://www.imdb.com/title/tt1139797" "https://www.imdb.com/title/tt4193072" "https://www.imdb.com/title/tt8945942" "https://www.imdb.com/title/tt6132758" ...
## $ Summary : chr "A med student with a supernatural gift tries to cash in on his abilities by facing off against ghosts, till a w"| __truncated__ "When nerdy Johanna moves to London, things get out of hand when she reinvents herself as a bad-mouthed music cr"| __truncated__ "Trapped in a frozen car during a blizzard, a pregnant woman and her husband fight to survive while the temperat"| __truncated__ "Upon moving into a new place, a 20-something runs into a former flame that triggers memories of past relationsh"| __truncated__ ...
## $ IMDb.Votes : num 205926 2838 1720 1147 63 ...
## $ Image : chr "https://occ-0-4708-64.1.nflxso.net/dnm/api/v6/evlCitJPPCVCry0BZlEFb5-QjKc/AAAABcmgLCxN8dNahdY2kgd1hhcL2a6XrE92x"| __truncated__ "https://occ-0-1081-999.1.nflxso.net/dnm/api/v6/evlCitJPPCVCry0BZlEFb5-QjKc/AAAABe_fxMSBM1E-sSoszr12SmkI-498sqBW"| __truncated__ "https://occ-0-1081-999.1.nflxso.net/dnm/api/v6/evlCitJPPCVCry0BZlEFb5-QjKc/AAAABW-fG-2_s3pGsBdbw4nLCWENcRKL2Ngj"| __truncated__ "https://occ-0-1489-1490.1.nflxso.net/dnm/api/v6/evlCitJPPCVCry0BZlEFb5-QjKc/AAAABeq3p0f50KPNQTYmozdPUenqXI3bh6H"| __truncated__ ...
## $ Poster : chr "https://m.media-amazon.com/images/M/MV5BOWM4NTY2NTMtZDZlZS00NTgyLWEzZDMtODE3ZGI1MzI3ZmU5XkEyXkFqcGdeQXVyNzI1NzM"| __truncated__ "https://m.media-amazon.com/images/M/MV5BZGUyN2ZlMjYtZTk2Yy00MWZiLWIyMDktMzFlMmEzOWVlMGNiXkEyXkFqcGdeQXVyMTE1MzI"| __truncated__ "https://m.media-amazon.com/images/M/MV5BODM2MDQ5MjktYTM1ZS00Y2M4LTg0MDAtZjFjZDM1MDQxZGRmXkEyXkFqcGdeQXVyNDA1NDA"| __truncated__ "https://m.media-amazon.com/images/M/MV5BNWRkMzdiYjgtOTA0Yi00NjZiLWFjZjMtYThlMTE5MWEwYWU4XkEyXkFqcGdeQXVyODY1MDk"| __truncated__ ...
## $ TMDb.Trailer : chr "" "https://www.youtube.com/watch?v=eIbcxPy4okQ" "https://www.youtube.com/watch?v=0RvV7TNUlkQ" "" ...
## $ Trailer.Site : chr "" "YouTube" "YouTube" "" ...Checking for null values in our dataset.
null_sum <- colSums(is.na(Netflix))
null_sum## Title Genre Tags
## 0 0 0
## Languages Series.or.Movie Hidden.Gem.Score
## 0 0 2101
## Country.Availability Runtime Director
## 0 0 0
## Writer Actors View.Rating
## 0 0 0
## IMDb.Score Rotten.Tomatoes.Score Metacritic.Score
## 2099 9098 11144
## Awards.Received Awards.Nominated.For Boxoffice
## 9405 7819 0
## Release.Date Netflix.Release.Date Production.House
## 2107 0 0
## Netflix.Link IMDb.Link Summary
## 0 0 0
## IMDb.Votes Image Poster
## 2101 0 0
## TMDb.Trailer Trailer.Site
## 0 0Removing the Metacritic.Score, Summary, Image, Production.House, Netflix.Link, IMDb.Link, Poster, TMDb.Trailer and Trailer.Site because we don’t need it in our analysis.
Netflix = subset(Netflix, select = -c(Metacritic.Score, Summary, Image, Production.House, Netflix.Link, IMDb.Link, Poster, TMDb.Trailer, Trailer.Site))Checking the column names which are left for analysis.
colnames(Netflix)## [1] "Title" "Genre" "Tags"
## [4] "Languages" "Series.or.Movie" "Hidden.Gem.Score"
## [7] "Country.Availability" "Runtime" "Director"
## [10] "Writer" "Actors" "View.Rating"
## [13] "IMDb.Score" "Rotten.Tomatoes.Score" "Awards.Received"
## [16] "Awards.Nominated.For" "Boxoffice" "Release.Date"
## [19] "Netflix.Release.Date" "IMDb.Votes"Creating two new columns which are Released_year and Released_Year_Net.
Netflix$Released_Year <- year(as.Date(Netflix$Release.Date))
Netflix$Released_Year_Net <- year(as.Date(Netflix$Netflix.Release.Date))Checking for the null values in our dataframe which are left after removing few columns.
sum(is.na(Netflix))## [1] 4214As we can see there are still few null values left in few columns but, we are going to remove them later in our analysis.
Checking for any duplicate values in our dataset.
anyDuplicated(Netflix)## [1] 0Seeing how many observations fall under each of these columns.
table(Netflix$Released_Year)##
## 1910 1912 1913 1914 1915 1916 1918 1920 1921 1922 1923 1924 1925 1927 1928 1929
## 2 1 1 1 3 2 2 3 5 1 2 3 1 1 1 4
## 1930 1931 1932 1934 1936 1937 1938 1939 1940 1941 1942 1943 1946 1947 1948 1949
## 2 3 2 1 1 1 1 3 4 3 1 1 1 2 1 3
## 1950 1951 1952 1953 1954 1955 1956 1957 1958 1959 1960 1961 1962 1963 1964 1965
## 2 5 4 6 2 5 2 4 2 10 3 6 8 6 11 10
## 1966 1967 1968 1969 1970 1971 1972 1973 1974 1975 1976 1977 1978 1979 1980 1981
## 12 10 11 13 9 11 19 14 17 13 12 18 20 16 22 23
## 1982 1983 1984 1985 1986 1987 1988 1989 1990 1991 1992 1993 1994 1995 1996 1997
## 30 28 28 32 41 46 49 49 55 58 45 73 76 71 70 77
## 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013
## 108 98 112 135 137 193 189 228 263 258 296 322 392 452 524 581
## 2014 2015 2016 2017 2018 2019 2020 2021 2022
## 698 882 1097 1408 1495 1330 875 82 1table(Netflix$Released_Year_Net)##
## 2015 2016 2017 2018 2019 2020 2021
## 3260 1344 1643 2128 2722 3698 685table(Netflix$Genre)##
##
## 1710
## Action
## 73
## Action, Adventure
## 19
## Action, Adventure, Biography, Crime, Fantasy, Horror, Mystery, Thriller
## 1
## Action, Adventure, Biography, Drama
## 1
## Action, Adventure, Biography, Drama, History
## 2
## Action, Adventure, Biography, Drama, History, Romance
## 1
## Action, Adventure, Biography, Drama, Romance, Thriller
## 1
## Action, Adventure, Biography, Drama, Thriller
## 2
## Action, Adventure, Biography, History
## 1
## Action, Adventure, Biography, History, Romance
## 1
## Action, Adventure, Comedy
## 20
## Action, Adventure, Comedy, Crime
## 12
## Action, Adventure, Comedy, Crime, Drama, Family, Thriller
## 1
## Action, Adventure, Comedy, Crime, Drama, Mystery, Thriller
## 1
## Action, Adventure, Comedy, Crime, Drama, Thriller
## 1
## Action, Adventure, Comedy, Crime, Family
## 3
## Action, Adventure, Comedy, Crime, Family, Mystery, Sci-Fi
## 1
## Action, Adventure, Comedy, Crime, Music, Musical
## 1
## Action, Adventure, Comedy, Crime, Mystery
## 1
## Action, Adventure, Comedy, Crime, Mystery, Thriller
## 1
## Action, Adventure, Comedy, Crime, Thriller
## 6
## Action, Adventure, Comedy, Drama
## 1
## Action, Adventure, Comedy, Drama, Family, Mystery
## 1
## Action, Adventure, Comedy, Drama, Family, Sci-Fi, Sport
## 1
## Action, Adventure, Comedy, Drama, Fantasy
## 2
## Action, Adventure, Comedy, Drama, Fantasy, Horror, Mystery, Romance
## 1
## Action, Adventure, Comedy, Drama, Fantasy, Horror, Mystery, Sci-Fi, Thriller
## 1
## Action, Adventure, Comedy, Drama, Fantasy, Sci-Fi
## 1
## Action, Adventure, Comedy, Family
## 6
## Action, Adventure, Comedy, Family, Fantasy
## 2
## Action, Adventure, Comedy, Family, Fantasy, Mystery
## 1
## Action, Adventure, Comedy, Family, Fantasy, Sci-Fi
## 4
## Action, Adventure, Comedy, Family, Fantasy, Thriller
## 1
## Action, Adventure, Comedy, Family, Mystery, Sci-Fi
## 1
## Action, Adventure, Comedy, Family, Romance, Sport, Western
## 1
## Action, Adventure, Comedy, Family, Sci-Fi
## 6
## Action, Adventure, Comedy, Family, War
## 1
## Action, Adventure, Comedy, Family, Western
## 1
## Action, Adventure, Comedy, Fantasy
## 7
## Action, Adventure, Comedy, Fantasy, History
## 1
## Action, Adventure, Comedy, Fantasy, History, Sci-Fi
## 2
## Action, Adventure, Comedy, Fantasy, Horror, Sci-Fi, Thriller
## 1
## Action, Adventure, Comedy, Fantasy, Mystery
## 1
## Action, Adventure, Comedy, Fantasy, Mystery, Sci-Fi
## 1
## Action, Adventure, Comedy, Fantasy, Romance
## 1
## Action, Adventure, Comedy, Fantasy, Sci-Fi
## 1
## Action, Adventure, Comedy, Horror
## 1
## Action, Adventure, Comedy, Horror, Sci-Fi, Thriller
## 5
## Action, Adventure, Comedy, Horror, Thriller
## 1
## Action, Adventure, Comedy, Musical, Mystery
## 1
## Action, Adventure, Comedy, Musical, Romance
## 1
## Action, Adventure, Comedy, Mystery
## 1
## Action, Adventure, Comedy, Mystery, Sci-Fi
## 1
## Action, Adventure, Comedy, Romance
## 1
## Action, Adventure, Comedy, Romance, Thriller
## 1
## Action, Adventure, Comedy, Romance, Thriller, Western
## 1
## Action, Adventure, Comedy, Sci-Fi
## 13
## Action, Adventure, Comedy, Thriller
## 4
## Action, Adventure, Comedy, Western
## 2
## Action, Adventure, Crime
## 1
## Action, Adventure, Crime, Drama
## 1
## Action, Adventure, Crime, Drama, Fantasy, Horror, Sci-Fi, Thriller
## 1
## Action, Adventure, Crime, Drama, Fantasy, Horror, Thriller
## 1
## Action, Adventure, Crime, Drama, Fantasy, Mystery, Thriller
## 1
## Action, Adventure, Crime, Drama, Fantasy, Sci-Fi
## 1
## Action, Adventure, Crime, Drama, History, Thriller
## 1
## Action, Adventure, Crime, Drama, Horror, Mystery, Thriller
## 1
## Action, Adventure, Crime, Drama, Mystery
## 1
## Action, Adventure, Crime, Drama, Mystery, Sci-Fi
## 1
## Action, Adventure, Crime, Drama, Mystery, Thriller
## 6
## Action, Adventure, Crime, Drama, Romance, Thriller
## 1
## Action, Adventure, Crime, Drama, Sci-Fi, Thriller
## 1
## Action, Adventure, Crime, Drama, Sport, Thriller
## 1
## Action, Adventure, Crime, Drama, Thriller
## 11
## Action, Adventure, Crime, Family, Sci-Fi
## 1
## Action, Adventure, Crime, Fantasy, Mystery, Sci-Fi, Thriller
## 1
## Action, Adventure, Crime, Fantasy, Mystery, Thriller
## 1
## Action, Adventure, Crime, Fantasy, Sci-Fi
## 2
## Action, Adventure, Crime, Fantasy, Thriller
## 1
## Action, Adventure, Crime, History, Thriller
## 1
## Action, Adventure, Crime, Horror, Thriller
## 1
## Action, Adventure, Crime, Mystery, Thriller
## 5
## Action, Adventure, Crime, Romance, Thriller
## 2
## Action, Adventure, Crime, Sci-Fi, Thriller
## 1
## Action, Adventure, Crime, Sport, Thriller
## 1
## Action, Adventure, Crime, Thriller
## 11
## Action, Adventure, Drama
## 17
## Action, Adventure, Drama, Family, Fantasy, Thriller
## 1
## Action, Adventure, Drama, Family, Sci-Fi
## 1
## Action, Adventure, Drama, Fantasy
## 11
## Action, Adventure, Drama, Fantasy, History
## 1
## Action, Adventure, Drama, Fantasy, History, Romance
## 1
## Action, Adventure, Drama, Fantasy, History, War
## 1
## Action, Adventure, Drama, Fantasy, Horror, Sci-Fi
## 1
## Action, Adventure, Drama, Fantasy, Horror, Sci-Fi, Thriller
## 2
## Action, Adventure, Drama, Fantasy, Romance
## 1
## Action, Adventure, Drama, Fantasy, Romance, Thriller
## 1
## Action, Adventure, Drama, Fantasy, Sci-Fi
## 3
## Action, Adventure, Drama, Fantasy, Thriller
## 1
## Action, Adventure, Drama, History
## 4
## Action, Adventure, Drama, History, Romance, War
## 1
## Action, Adventure, Drama, History, Thriller
## 1
## Action, Adventure, Drama, History, Thriller, War
## 1
## Action, Adventure, Drama, History, War
## 7
## Action, Adventure, Drama, History, Western
## 1
## Action, Adventure, Drama, Horror, Sci-Fi
## 1
## Action, Adventure, Drama, Horror, Sci-Fi, Thriller
## 2
## Action, Adventure, Drama, Horror, Thriller
## 3
## Action, Adventure, Drama, Mystery, Sci-Fi, Thriller
## 1
## Action, Adventure, Drama, Mystery, Thriller
## 2
## Action, Adventure, Drama, Romance
## 3
## Action, Adventure, Drama, Romance, Thriller
## 3
## Action, Adventure, Drama, Romance, Thriller, Western
## 1
## Action, Adventure, Drama, Romance, Western
## 1
## Action, Adventure, Drama, Sci-Fi
## 14
## Action, Adventure, Drama, Sci-Fi, Thriller
## 8
## Action, Adventure, Drama, Sport, Thriller
## 1
## Action, Adventure, Drama, Thriller
## 11
## Action, Adventure, Drama, Thriller, War
## 1
## Action, Adventure, Drama, War
## 2
## Action, Adventure, Drama, Western
## 1
## Action, Adventure, Family
## 1
## Action, Adventure, Family, Fantasy
## 10
## Action, Adventure, Family, Fantasy, Horror, Sci-Fi, Western
## 1
## Action, Adventure, Family, Fantasy, Mystery
## 2
## Action, Adventure, Family, Fantasy, Romance
## 1
## Action, Adventure, Family, Fantasy, Sci-Fi
## 6
## Action, Adventure, Family, Fantasy, Sci-Fi, Thriller
## 1
## Action, Adventure, Family, Horror, Sci-Fi
## 1
## Action, Adventure, Family, Sci-Fi
## 2
## Action, Adventure, Family, Sci-Fi, Thriller
## 1
## Action, Adventure, Fantasy
## 27
## Action, Adventure, Fantasy, History, Romance, Thriller
## 1
## Action, Adventure, Fantasy, Horror
## 1
## Action, Adventure, Fantasy, Horror, Mystery
## 2
## Action, Adventure, Fantasy, Horror, Mystery, Romance
## 1
## Action, Adventure, Fantasy, Horror, Mystery, Sci-Fi, Thriller
## 1
## Action, Adventure, Fantasy, Horror, Mystery, Thriller
## 1
## Action, Adventure, Fantasy, Horror, Romance, Thriller
## 1
## Action, Adventure, Fantasy, Horror, Sci-Fi
## 4
## Action, Adventure, Fantasy, Horror, Sci-Fi, Thriller
## 4
## Action, Adventure, Fantasy, Horror, Sci-Fi, Western
## 1
## Action, Adventure, Fantasy, Horror, Thriller
## 3
## Action, Adventure, Fantasy, Horror, War
## 1
## Action, Adventure, Fantasy, Mystery
## 1
## Action, Adventure, Fantasy, Romance
## 3
## Action, Adventure, Fantasy, Romance, Sci-Fi
## 1
## Action, Adventure, Fantasy, Sci-Fi
## 28
## Action, Adventure, Fantasy, Sci-Fi, Thriller
## 5
## Action, Adventure, Fantasy, Sci-Fi, War
## 2
## Action, Adventure, Fantasy, Thriller
## 7
## Action, Adventure, Fantasy, Thriller, War
## 1
## Action, Adventure, History
## 1
## Action, Adventure, History, War
## 1
## Action, Adventure, History, Western
## 1
## Action, Adventure, Horror
## 1
## Action, Adventure, Horror, Mystery, Thriller
## 1
## Action, Adventure, Horror, Sci-Fi
## 5
## Action, Adventure, Horror, Sci-Fi, Thriller
## 8
## Action, Adventure, Horror, Sci-Fi, War
## 1
## Action, Adventure, Horror, Thriller
## 5
## Action, Adventure, Mystery
## 2
## Action, Adventure, Mystery, Sci-Fi
## 4
## Action, Adventure, Mystery, Sci-Fi, Thriller
## 3
## Action, Adventure, Mystery, Thriller
## 1
## Action, Adventure, Romance
## 1
## Action, Adventure, Sci-Fi
## 59
## Action, Adventure, Sci-Fi, Thriller
## 39
## Action, Adventure, Thriller
## 29
## Action, Adventure, Thriller, War
## 1
## Action, Adventure, War
## 2
## Action, Adventure, Western
## 2
## Action, Animation
## 1
## Action, Animation, Comedy, Romance
## 1
## Action, Animation, Sci-Fi
## 1
## Action, Biography, Crime, Drama
## 3
## Action, Biography, Crime, Drama, History, Thriller
## 1
## Action, Biography, Crime, Drama, Sport
## 1
## Action, Biography, Crime, Drama, Thriller
## 4
## Action, Biography, Crime, Sport, Thriller
## 1
## Action, Biography, Crime, Thriller
## 1
## Action, Biography, Drama
## 4
## Action, Biography, Drama, History
## 6
## Action, Biography, Drama, History, Sport
## 1
## Action, Biography, Drama, History, War
## 5
## Action, Biography, Drama, Romance
## 1
## Action, Biography, Drama, Romance, War
## 1
## Action, Biography, Drama, Sport
## 6
## Action, Biography, Drama, Sport, War
## 2
## Action, Biography, Drama, Thriller, War
## 2
## Action, Biography, Drama, War
## 3
## Action, Biography, History, War
## 2
## Action, Biography, Thriller, War
## 1
## Action, Comedy
## 64
## Action, Comedy, Adventure, Drama
## 1
## Action, Comedy, Crime
## 54
## Action, Comedy, Crime, Drama
## 9
## Action, Comedy, Crime, Drama, Horror, Thriller
## 2
## Action, Comedy, Crime, Drama, Mystery, Thriller
## 3
## Action, Comedy, Crime, Drama, Romance
## 1
## Action, Comedy, Crime, Drama, Thriller
## 9
## Action, Comedy, Crime, Family
## 2
## Action, Comedy, Crime, Fantasy
## 2
## Action, Comedy, Crime, Fantasy, Mystery, Thriller
## 2
## Action, Comedy, Crime, History, Mystery
## 1
## Action, Comedy, Crime, Music
## 2
## Action, Comedy, Crime, Music, Musical
## 1
## Action, Comedy, Crime, Mystery
## 2
## Action, Comedy, Crime, Mystery, Romance
## 1
## Action, Comedy, Crime, Mystery, Thriller
## 1
## Action, Comedy, Crime, Romance
## 5
## Action, Comedy, Crime, Romance, Thriller
## 1
## Action, Comedy, Crime, Sci-Fi, Thriller
## 1
## Action, Comedy, Crime, Thriller
## 41
## Action, Comedy, Drama
## 18
## Action, Comedy, Drama, Family, Romance
## 1
## Action, Comedy, Drama, Family, Sci-Fi
## 1
## Action, Comedy, Drama, Fantasy, Horror, Mystery, Thriller
## 1
## Action, Comedy, Drama, Fantasy, Music
## 1
## Action, Comedy, Drama, Fantasy, Musical, Romance, Thriller
## 1
## Action, Comedy, Drama, Fantasy, Sci-Fi, Thriller
## 1
## Action, Comedy, Drama, Horror, Romance, Sci-Fi
## 1
## Action, Comedy, Drama, Musical, Romance, Thriller
## 1
## Action, Comedy, Drama, Romance
## 7
## Action, Comedy, Drama, Romance, Thriller
## 1
## Action, Comedy, Drama, Sci-Fi
## 1
## Action, Comedy, Drama, Sport
## 1
## Action, Comedy, Drama, Thriller, War
## 1
## Action, Comedy, Drama, Western
## 1
## Action, Comedy, Family
## 4
## Action, Comedy, Family, Fantasy
## 1
## Action, Comedy, Family, Fantasy, Sport
## 1
## Action, Comedy, Family, Sci-Fi
## 1
## Action, Comedy, Fantasy
## 5
## Action, Comedy, Fantasy, History, Mystery, Romance
## 1
## Action, Comedy, Fantasy, Horror
## 2
## Action, Comedy, Fantasy, Horror, Music, Romance
## 1
## Action, Comedy, Fantasy, Horror, Romance
## 1
## Action, Comedy, Fantasy, Horror, Thriller
## 1
## Action, Comedy, Fantasy, Romance
## 4
## Action, Comedy, Fantasy, Romance, Thriller
## 1
## Action, Comedy, Fantasy, Sci-Fi
## 4
## Action, Comedy, Fantasy, Sci-Fi, Thriller
## 1
## Action, Comedy, Fantasy, Thriller
## 1
## Action, Comedy, History
## 3
## Action, Comedy, History, Romance
## 1
## Action, Comedy, Horror
## 3
## Action, Comedy, Horror, Romance
## 1
## Action, Comedy, Horror, Sci-Fi, Thriller
## 2
## Action, Comedy, Horror, Thriller
## 1
## Action, Comedy, Mystery, Romance
## 1
## Action, Comedy, Mystery, Thriller
## 1
## Action, Comedy, Romance
## 14
## Action, Comedy, Romance, Sci-Fi, Animation
## 1
## Action, Comedy, Romance, Thriller
## 1
## Action, Comedy, Sci-Fi
## 7
## Action, Comedy, Sci-Fi, Thriller
## 1
## Action, Comedy, Sci-Fi, Western
## 1
## Action, Comedy, Sport
## 2
## Action, Comedy, Thriller
## 10
## Action, Comedy, War
## 1
## Action, Crime
## 28
## Action, Crime, Drama
## 56
## Action, Crime, Drama, Fantasy
## 2
## Action, Crime, Drama, Fantasy, Horror, Thriller
## 1
## Action, Crime, Drama, Fantasy, Sci-Fi, Thriller
## 1
## Action, Crime, Drama, History
## 2
## Action, Crime, Drama, History, Romance
## 1
## Action, Crime, Drama, History, Thriller
## 2
## Action, Crime, Drama, Horror, Thriller
## 3
## Action, Crime, Drama, Music, Thriller
## 1
## Action, Crime, Drama, Mystery, Romance
## 1
## Action, Crime, Drama, Mystery, Romance, Thriller
## 1
## Action, Crime, Drama, Mystery, Sci-Fi, Thriller
## 2
## Action, Crime, Drama, Mystery, Thriller
## 22
## Action, Crime, Drama, Romance
## 5
## Action, Crime, Drama, Romance, Thriller
## 5
## Action, Crime, Drama, Romance, Western
## 1
## Action, Crime, Drama, Sci-Fi, Thriller
## 8
## Action, Crime, Drama, Sport
## 3
## Action, Crime, Drama, Thriller
## 137
## Action, Crime, Drama, Thriller, Western
## 6
## Action, Crime, Drama, Western
## 2
## Action, Crime, Fantasy
## 2
## Action, Crime, Fantasy, Thriller
## 1
## Action, Crime, History, Thriller, War
## 1
## Action, Crime, Horror
## 3
## Action, Crime, Horror, Mystery, Thriller
## 1
## Action, Crime, Horror, Thriller
## 2
## Action, Crime, Horror, Thriller, War
## 1
## Action, Crime, Mystery, Sci-Fi, Thriller
## 2
## Action, Crime, Mystery, Thriller
## 9
## Action, Crime, Romance
## 2
## Action, Crime, Sci-Fi
## 1
## Action, Crime, Sci-Fi, Thriller
## 7
## Action, Crime, Thriller
## 168
## Action, Crime, Thriller, War
## 1
## Action, Drama
## 68
## Action, Drama, Crime
## 1
## Action, Drama, Family
## 1
## Action, Drama, Family, Musical, Romance
## 1
## Action, Drama, Family, Romance, Sport
## 1
## Action, Drama, Family, Sport
## 3
## Action, Drama, Fantasy
## 5
## Action, Drama, Fantasy, History, Romance
## 1
## Action, Drama, Fantasy, Horror
## 2
## Action, Drama, Fantasy, Horror, Mystery, Sci-Fi, Thriller
## 1
## Action, Drama, Fantasy, Horror, Thriller
## 1
## Action, Drama, Fantasy, Horror, War
## 1
## Action, Drama, Fantasy, Mystery, Sci-Fi
## 1
## Action, Drama, Fantasy, Mystery, Thriller, Western
## 1
## Action, Drama, Fantasy, Romance
## 2
## Action, Drama, Fantasy, Romance, Thriller
## 1
## Action, Drama, Fantasy, Sci-Fi
## 1
## Action, Drama, Fantasy, Thriller
## 3
## Action, Drama, Fantasy, Thriller, Western
## 1
## Action, Drama, History
## 12
## Action, Drama, History, Mystery
## 1
## Action, Drama, History, Romance
## 3
## Action, Drama, History, Romance, War
## 4
## Action, Drama, History, Thriller
## 6
## Action, Drama, History, Thriller, War
## 5
## Action, Drama, History, War
## 15
## Action, Drama, Horror
## 3
## Action, Drama, Horror, Mystery, Romance, Sci-Fi, Thriller
## 1
## Action, Drama, Horror, Sci-Fi
## 2
## Action, Drama, Horror, Sci-Fi, Thriller
## 1
## Action, Drama, Horror, Sci-Fi, Thriller, War
## 1
## Action, Drama, Horror, Thriller
## 4
## Action, Drama, Music, Romance, Thriller
## 2
## Action, Drama, Music, Sport
## 1
## Action, Drama, Music, Thriller
## 1
## Action, Drama, Musical, Romance
## 1
## Action, Drama, Mystery
## 1
## Action, Drama, Mystery, Romance, Thriller
## 1
## Action, Drama, Mystery, Sci-Fi
## 3
## Action, Drama, Mystery, Sci-Fi, Thriller
## 3
## Action, Drama, Mystery, Thriller
## 8
## Action, Drama, Romance
## 13
## Action, Drama, Romance, Sci-Fi, Thriller
## 1
## Action, Drama, Romance, Thriller
## 2
## Action, Drama, Romance, Thriller, War
## 1
## Action, Drama, Romance, War
## 3
## Action, Drama, Sci-Fi
## 13
## Action, Drama, Sci-Fi, Sport
## 2
## Action, Drama, Sci-Fi, Thriller
## 13
## Action, Drama, Sport
## 17
## Action, Drama, Sport, Thriller
## 2
## Action, Drama, Sport, Thriller, War
## 1
## Action, Drama, Thriller
## 56
## Action, Drama, Thriller, War
## 11
## Action, Drama, War
## 8
## Action, Drama, Western
## 5
## Action, Family, Sci-Fi, Thriller
## 3
## Action, Family, Sport
## 1
## Action, Fantasy
## 2
## Action, Fantasy, History
## 2
## Action, Fantasy, History, Romance
## 1
## Action, Fantasy, Horror
## 5
## Action, Fantasy, Horror, Mystery
## 3
## Action, Fantasy, Horror, Romance, Thriller
## 1
## Action, Fantasy, Horror, Sci-Fi
## 1
## Action, Fantasy, Horror, Sci-Fi, Thriller
## 2
## Action, Fantasy, Horror, Thriller
## 1
## Action, Fantasy, Horror, Western
## 1
## Action, Fantasy, Mystery, Sci-Fi, Thriller
## 1
## Action, Fantasy, Romance
## 1
## Action, Fantasy, Sci-Fi
## 7
## Action, Fantasy, Sci-Fi, Thriller
## 3
## Action, Fantasy, Thriller
## 6
## Action, History
## 1
## Action, History, Horror
## 1
## Action, History, Romance, War
## 1
## Action, History, Thriller
## 3
## Action, History, War
## 1
## Action, Horror
## 3
## Action, Horror, Mystery
## 1
## Action, Horror, Mystery, Sci-Fi, Thriller
## 4
## Action, Horror, Mystery, Thriller
## 3
## Action, Horror, Romance, Sci-Fi, Thriller
## 1
## Action, Horror, Romance, War
## 1
## Action, Horror, Sci-Fi
## 13
## Action, Horror, Sci-Fi, Thriller
## 13
## Action, Horror, Thriller
## 15
## Action, Horror, War
## 1
## Action, Musical
## 1
## Action, Mystery
## 3
## Action, Mystery, Romance, Thriller
## 1
## Action, Mystery, Sci-Fi, Thriller
## 5
## Action, Mystery, Thriller
## 17
## Action, Romance
## 5
## Action, Romance, Sci-Fi, Thriller
## 1
## Action, Romance, Thriller
## 3
## Action, Romance, Thriller, Western
## 1
## Action, Sci-Fi
## 29
## Action, Sci-Fi, Thriller
## 30
## Action, Sci-Fi, Thriller, Western
## 1
## Action, Sport, Thriller
## 1
## Action, Thriller
## 95
## Action, Thriller, Drama
## 1
## Action, Thriller, War
## 3
## Action, War
## 6
## Action, Western
## 2
## Adult
## 12
## Adult, Comedy, Fantasy
## 1
## Adult, Drama
## 1
## Adult, Romance
## 1
## Adventure
## 7
## Adventure, Animation, Family
## 1
## Adventure, Biography, Comedy, Drama
## 1
## Adventure, Biography, Crime, Drama
## 1
## Adventure, Biography, Crime, Drama, Thriller
## 1
## Adventure, Biography, Crime, Drama, Western
## 1
## Adventure, Biography, Drama
## 6
## Adventure, Biography, Drama, History
## 5
## Adventure, Biography, Drama, History, Romance
## 1
## Adventure, Biography, Drama, History, War
## 2
## Adventure, Biography, Drama, Mystery
## 1
## Adventure, Biography, Drama, Sport, Thriller
## 1
## Adventure, Biography, Drama, Thriller
## 1
## Adventure, Biography, Drama, Thriller, War
## 1
## Adventure, Biography, Western
## 1
## Adventure, Comedy
## 27
## Adventure, Comedy, Crime
## 3
## Adventure, Comedy, Crime, Drama
## 5
## Adventure, Comedy, Crime, Drama, Family
## 1
## Adventure, Comedy, Crime, Drama, Romance, Thriller
## 1
## Adventure, Comedy, Crime, Family
## 1
## Adventure, Comedy, Crime, Family, Musical, Mystery
## 1
## Adventure, Comedy, Crime, Fantasy, Mystery
## 1
## Adventure, Comedy, Crime, Music
## 1
## Adventure, Comedy, Drama
## 28
## Adventure, Comedy, Drama, Family
## 4
## Adventure, Comedy, Drama, Family, Fantasy
## 6
## Adventure, Comedy, Drama, Family, Fantasy, Musical
## 1
## Adventure, Comedy, Drama, Family, Fantasy, Romance
## 1
## Adventure, Comedy, Drama, Family, History
## 1
## Adventure, Comedy, Drama, Family, Mystery
## 1
## Adventure, Comedy, Drama, Family, Sport
## 2
## Adventure, Comedy, Drama, Fantasy
## 1
## Adventure, Comedy, Drama, Fantasy, Mystery, Romance
## 1
## Adventure, Comedy, Drama, Fantasy, Romance
## 3
## Adventure, Comedy, Drama, Mystery
## 1
## Adventure, Comedy, Drama, Mystery, Romance
## 1
## Adventure, Comedy, Drama, Romance
## 4
## Adventure, Comedy, Drama, Sci-Fi
## 2
## Adventure, Comedy, Drama, Thriller, War
## 1
## Adventure, Comedy, Drama, Western
## 1
## Adventure, Comedy, Family
## 13
## Adventure, Comedy, Family, Fantasy
## 21
## Adventure, Comedy, Family, Fantasy, Horror
## 2
## Adventure, Comedy, Family, Fantasy, Horror, Mystery
## 1
## Adventure, Comedy, Family, Fantasy, Horror, Mystery, Sci-Fi
## 1
## Adventure, Comedy, Family, Fantasy, Horror, Romance, Sci-Fi
## 1
## Adventure, Comedy, Family, Fantasy, Music
## 1
## Adventure, Comedy, Family, Fantasy, Musical
## 3
## Adventure, Comedy, Family, Fantasy, Mystery
## 1
## Adventure, Comedy, Family, Fantasy, Romance
## 3
## Adventure, Comedy, Family, Fantasy, Sci-Fi
## 3
## Adventure, Comedy, Family, Horror, Sci-Fi
## 1
## Adventure, Comedy, Family, Musical
## 1
## Adventure, Comedy, Family, Mystery
## 1
## Adventure, Comedy, Family, Romance
## 1
## Adventure, Comedy, Family, Sci-Fi
## 2
## Adventure, Comedy, Family, Western
## 1
## Adventure, Comedy, Fantasy
## 6
## Adventure, Comedy, Fantasy, Horror
## 1
## Adventure, Comedy, Fantasy, Horror, Sci-Fi
## 1
## Adventure, Comedy, Fantasy, Romance, Sci-Fi, War
## 1
## Adventure, Comedy, Fantasy, Sci-Fi
## 1
## Adventure, Comedy, Fantasy, Sci-Fi, Thriller
## 1
## Adventure, Comedy, Fantasy, Western
## 1
## Adventure, Comedy, History
## 1
## Adventure, Comedy, Horror
## 1
## Adventure, Comedy, Music
## 1
## Adventure, Comedy, Music, Musical
## 1
## Adventure, Comedy, Musical, Romance
## 1
## Adventure, Comedy, Mystery
## 1
## Adventure, Comedy, Reality-TV, Talk-Show
## 1
## Adventure, Comedy, Romance
## 5
## Adventure, Comedy, Sci-Fi
## 5
## Adventure, Comedy, Sci-Fi, Western
## 1
## Adventure, Comedy, Sport
## 2
## Adventure, Comedy, Western
## 2
## Adventure, Crime, Drama
## 2
## Adventure, Crime, Drama, Fantasy, Mystery, Thriller
## 1
## Adventure, Crime, Drama, History, Thriller, Western
## 1
## Adventure, Crime, Drama, Mystery, Thriller
## 2
## Adventure, Crime, Drama, Thriller, War
## 1
## Adventure, Crime, Drama, Thriller, Western
## 1
## Adventure, Crime, Family
## 1
## Adventure, Drama
## 18
## Adventure, Drama, Family
## 15
## Adventure, Drama, Family, Fantasy
## 5
## Adventure, Drama, Family, Fantasy, Music, Romance, Sci-Fi
## 1
## Adventure, Drama, Family, Fantasy, Thriller
## 1
## Adventure, Drama, Family, Mystery, Sci-Fi
## 1
## Adventure, Drama, Family, Romance
## 1
## Adventure, Drama, Fantasy
## 6
## Adventure, Drama, Fantasy, Horror, Mystery
## 1
## Adventure, Drama, Fantasy, Horror, Mystery, Sci-Fi
## 1
## Adventure, Drama, Fantasy, Mystery
## 3
## Adventure, Drama, Fantasy, Romance
## 5
## Adventure, Drama, Fantasy, Romance, Sci-Fi
## 1
## Adventure, Drama, Fantasy, Romance, Sci-Fi, Thriller
## 1
## Adventure, Drama, Fantasy, Romance, Thriller
## 1
## Adventure, Drama, History
## 6
## Adventure, Drama, History, Mystery
## 1
## Adventure, Drama, History, Romance, War
## 2
## Adventure, Drama, History, Thriller, War
## 1
## Adventure, Drama, Horror
## 2
## Adventure, Drama, Horror, Mystery, Sci-Fi, Thriller
## 3
## Adventure, Drama, Horror, Sci-Fi
## 1
## Adventure, Drama, Horror, Sci-Fi, Thriller
## 1
## Adventure, Drama, Horror, Thriller
## 4
## Adventure, Drama, Mystery
## 6
## Adventure, Drama, Mystery, Sci-Fi
## 1
## Adventure, Drama, Mystery, Sci-Fi, Thriller
## 4
## Adventure, Drama, Mystery, Thriller
## 2
## Adventure, Drama, Romance
## 6
## Adventure, Drama, Romance, Thriller
## 1
## Adventure, Drama, Sci-Fi
## 6
## Adventure, Drama, Sci-Fi, Thriller
## 3
## Adventure, Drama, Thriller
## 7
## Adventure, Drama, Thriller, War
## 2
## Adventure, Drama, War
## 2
## Adventure, Drama, Western
## 1
## Adventure, Family
## 13
## Adventure, Family, Fantasy
## 13
## Adventure, Family, Fantasy, Horror, Thriller
## 1
## Adventure, Family, Fantasy, Musical
## 3
## Adventure, Family, Fantasy, Mystery
## 5
## Adventure, Family, Fantasy, Romance
## 2
## Adventure, Family, Fantasy, Sci-Fi
## 1
## Adventure, Family, Music
## 1
## Adventure, Family, Romance
## 1
## Adventure, Family, Sci-Fi
## 1
## Adventure, Fantasy
## 1
## Adventure, Fantasy, History
## 1
## Adventure, Fantasy, Horror, Mystery, Sci-Fi, Thriller
## 1
## Adventure, Fantasy, Horror, Mystery, Thriller
## 2
## Adventure, Fantasy, Horror, Romance, Sci-Fi, Thriller
## 1
## Adventure, Fantasy, Horror, Thriller
## 1
## Adventure, Fantasy, Romance
## 2
## Adventure, Fantasy, Sci-Fi
## 2
## Adventure, Fantasy, War
## 1
## Adventure, Horror
## 1
## Adventure, Horror, Mystery
## 1
## Adventure, Horror, Mystery, Sci-Fi, Thriller
## 2
## Adventure, Horror, Mystery, Thriller
## 2
## Adventure, Horror, Sci-Fi, Thriller
## 2
## Adventure, Horror, Thriller
## 2
## Adventure, Music, Romance
## 1
## Adventure, Mystery, Sci-Fi
## 1
## Adventure, Reality-TV
## 3
## Adventure, Romance
## 2
## Adventure, Sci-Fi
## 1
## Adventure, Sci-Fi, Thriller
## 2
## Adventure, Thriller
## 1
## Adventure, Western
## 1
## Animation
## 128
## Animation, Action
## 12
## Animation, Action, Adventure
## 14
## Animation, Action, Adventure, Comedy
## 6
## Animation, Action, Adventure, Comedy, Crime
## 3
## Animation, Action, Adventure, Comedy, Crime, Family, Fantasy, Mystery, Sci-Fi, Thriller
## 1
## Animation, Action, Adventure, Comedy, Crime, Family, Fantasy, Sci-Fi
## 2
## Animation, Action, Adventure, Comedy, Crime, Family, Mystery
## 1
## Animation, Action, Adventure, Comedy, Crime, Fantasy, Mystery, Sci-Fi
## 1
## Animation, Action, Adventure, Comedy, Crime, Fantasy, Mystery, Thriller
## 1
## Animation, Action, Adventure, Comedy, Crime, Mystery
## 3
## Animation, Action, Adventure, Comedy, Drama
## 1
## Animation, Action, Adventure, Comedy, Drama, Family
## 1
## Animation, Action, Adventure, Comedy, Drama, Family, Fantasy
## 1
## Animation, Action, Adventure, Comedy, Drama, Family, Fantasy, Sci-Fi
## 5
## Animation, Action, Adventure, Comedy, Drama, Family, Romance, Sci-Fi, Thriller
## 1
## Animation, Action, Adventure, Comedy, Drama, Family, Sci-Fi
## 4
## Animation, Action, Adventure, Comedy, Drama, Family, Sci-Fi, Thriller
## 1
## Animation, Action, Adventure, Comedy, Drama, Fantasy
## 6
## Animation, Action, Adventure, Comedy, Drama, Fantasy, Romance
## 6
## Animation, Action, Adventure, Comedy, Drama, Fantasy, Romance, Sci-Fi, Thriller
## 1
## Animation, Action, Adventure, Comedy, Drama, Fantasy, Romance, Sci-Fi, Thriller, War
## 1
## Animation, Action, Adventure, Comedy, Drama, Fantasy, Sci-Fi
## 3
## Animation, Action, Adventure, Comedy, Drama, Fantasy, Sci-Fi, Thriller
## 2
## Animation, Action, Adventure, Comedy, Drama, Fantasy, Thriller
## 1
## Animation, Action, Adventure, Comedy, Drama, Sci-Fi
## 1
## Animation, Action, Adventure, Comedy, Drama, Thriller
## 1
## Animation, Action, Adventure, Comedy, Family
## 8
## Animation, Action, Adventure, Comedy, Family, Fantasy
## 14
## Animation, Action, Adventure, Comedy, Family, Fantasy, Horror, Mystery
## 1
## Animation, Action, Adventure, Comedy, Family, Fantasy, Musical
## 2
## Animation, Action, Adventure, Comedy, Family, Fantasy, Musical, Sci-Fi
## 1
## Animation, Action, Adventure, Comedy, Family, Fantasy, Mystery
## 1
## Animation, Action, Adventure, Comedy, Family, Fantasy, Sci-Fi
## 25
## Animation, Action, Adventure, Comedy, Family, Fantasy, Thriller
## 2
## Animation, Action, Adventure, Comedy, Family, Fantasy, Western
## 1
## Animation, Action, Adventure, Comedy, Family, Sci-Fi
## 9
## Animation, Action, Adventure, Comedy, Family, Sci-Fi, Thriller
## 1
## Animation, Action, Adventure, Comedy, Family, Sport
## 1
## Animation, Action, Adventure, Comedy, Fantasy
## 15
## Animation, Action, Adventure, Comedy, Fantasy, Horror
## 1
## Animation, Action, Adventure, Comedy, Fantasy, Mystery
## 1
## Animation, Action, Adventure, Comedy, Fantasy, Mystery, Sci-Fi, Thriller
## 1
## Animation, Action, Adventure, Comedy, Fantasy, Romance
## 2
## Animation, Action, Adventure, Comedy, Fantasy, Romance, Sci-Fi
## 1
## Animation, Action, Adventure, Comedy, Fantasy, Sci-Fi
## 5
## Animation, Action, Adventure, Comedy, Fantasy, Sci-Fi, Thriller
## 1
## Animation, Action, Adventure, Comedy, Mystery
## 1
## Animation, Action, Adventure, Comedy, Mystery, Sci-Fi, Thriller
## 1
## Animation, Action, Adventure, Comedy, Romance
## 1
## Animation, Action, Adventure, Comedy, Sci-Fi
## 5
## Animation, Action, Adventure, Crime, Drama
## 1
## Animation, Action, Adventure, Crime, Drama, Fantasy
## 1
## Animation, Action, Adventure, Crime, Family, Mystery, Thriller
## 1
## Animation, Action, Adventure, Crime, Fantasy
## 1
## Animation, Action, Adventure, Crime, Mystery, Sci-Fi
## 1
## Animation, Action, Adventure, Crime, Romance, Sci-Fi
## 1
## Animation, Action, Adventure, Drama
## 1
## Animation, Action, Adventure, Drama, Family, Fantasy
## 1
## Animation, Action, Adventure, Drama, Family, Fantasy, Sci-Fi
## 2
## Animation, Action, Adventure, Drama, Fantasy
## 5
## Animation, Action, Adventure, Drama, Fantasy, Horror
## 3
## Animation, Action, Adventure, Drama, Fantasy, Horror, Mystery, Sci-Fi, Thriller
## 1
## Animation, Action, Adventure, Drama, Fantasy, Horror, Thriller
## 1
## Animation, Action, Adventure, Drama, Fantasy, Mystery
## 1
## Animation, Action, Adventure, Drama, Fantasy, Romance
## 1
## Animation, Action, Adventure, Drama, Fantasy, Romance, Sci-Fi
## 1
## Animation, Action, Adventure, Drama, Fantasy, Sci-Fi
## 3
## Animation, Action, Adventure, Drama, History
## 2
## Animation, Action, Adventure, Drama, Horror, Mystery, Romance, Sci-Fi
## 1
## Animation, Action, Adventure, Drama, Mystery, Sci-Fi, Thriller
## 1
## Animation, Action, Adventure, Drama, Romance, Sci-Fi
## 1
## Animation, Action, Adventure, Drama, Sci-Fi
## 4
## Animation, Action, Adventure, Drama, Sci-Fi, Thriller
## 1
## Animation, Action, Adventure, Family
## 3
## Animation, Action, Adventure, Family, Fantasy
## 12
## Animation, Action, Adventure, Family, Fantasy, Mystery
## 1
## Animation, Action, Adventure, Family, Fantasy, Mystery, Thriller, War
## 1
## Animation, Action, Adventure, Family, Fantasy, Romance
## 3
## Animation, Action, Adventure, Family, Fantasy, Sci-Fi
## 4
## Animation, Action, Adventure, Family, Fantasy, Thriller
## 1
## Animation, Action, Adventure, Family, Mystery
## 2
## Animation, Action, Adventure, Family, Sci-Fi
## 4
## Animation, Action, Adventure, Family, Western
## 2
## Animation, Action, Adventure, Fantasy
## 23
## Animation, Action, Adventure, Fantasy, Horror
## 3
## Animation, Action, Adventure, Fantasy, Horror, Mystery
## 1
## Animation, Action, Adventure, Fantasy, Horror, Thriller
## 1
## Animation, Action, Adventure, Fantasy, Musical, Sci-Fi
## 1
## Animation, Action, Adventure, Fantasy, Mystery
## 1
## Animation, Action, Adventure, Fantasy, Romance
## 1
## Animation, Action, Adventure, Fantasy, Sci-Fi
## 6
## Animation, Action, Adventure, Fantasy, Sci-Fi, Thriller
## 1
## Animation, Action, Adventure, Fantasy, Sport, Thriller
## 1
## Animation, Action, Adventure, Fantasy, Thriller
## 3
## Animation, Action, Adventure, Fantasy, War
## 2
## Animation, Action, Adventure, Horror, Music, Sci-Fi
## 1
## Animation, Action, Adventure, Horror, Mystery
## 1
## Animation, Action, Adventure, Horror, Mystery, Sci-Fi
## 1
## Animation, Action, Adventure, Sci-Fi
## 8
## Animation, Action, Adventure, Sci-Fi, Sport
## 1
## Animation, Action, Adventure, Thriller
## 1
## Animation, Action, Comedy
## 10
## Animation, Action, Comedy, Crime
## 2
## Animation, Action, Comedy, Crime, Drama, Fantasy, Horror, Mystery, Thriller
## 1
## Animation, Action, Comedy, Crime, Drama, Mystery, Romance, Thriller
## 1
## Animation, Action, Comedy, Crime, Fantasy, Mystery
## 1
## Animation, Action, Comedy, Crime, Fantasy, Mystery, Sci-Fi, Thriller
## 1
## Animation, Action, Comedy, Crime, Mystery
## 1
## Animation, Action, Comedy, Crime, Sci-Fi
## 1
## Animation, Action, Comedy, Drama, Family
## 1
## Animation, Action, Comedy, Drama, Family, Fantasy, Sci-Fi
## 2
## Animation, Action, Comedy, Drama, Fantasy
## 3
## Animation, Action, Comedy, Drama, Fantasy, Horror
## 1
## Animation, Action, Comedy, Drama, Fantasy, Horror, Mystery, Sci-Fi, Thriller
## 1
## Animation, Action, Comedy, Drama, Fantasy, Romance
## 2
## Animation, Action, Comedy, Drama, Fantasy, Romance, Sci-Fi
## 1
## Animation, Action, Comedy, Drama, Fantasy, Sci-Fi
## 4
## Animation, Action, Comedy, Drama, Fantasy, Thriller
## 1
## Animation, Action, Comedy, Drama, Mystery
## 1
## Animation, Action, Comedy, Drama, Mystery, Romance, Thriller
## 1
## Animation, Action, Comedy, Drama, Sci-Fi
## 2
## Animation, Action, Comedy, Family
## 9
## Animation, Action, Comedy, Family, Fantasy
## 1
## Animation, Action, Comedy, Family, Fantasy, Mystery
## 1
## Animation, Action, Comedy, Family, Fantasy, Sci-Fi
## 1
## Animation, Action, Comedy, Family, Sci-Fi
## 5
## Animation, Action, Comedy, Family, Sci-Fi, Sport
## 1
## Animation, Action, Comedy, Fantasy
## 7
## Animation, Action, Comedy, Fantasy, Horror
## 3
## Animation, Action, Comedy, Fantasy, Horror, Mystery
## 1
## Animation, Action, Comedy, Fantasy, Horror, Mystery, Romance
## 1
## Animation, Action, Comedy, Fantasy, Horror, Mystery, Sci-Fi
## 1
## Animation, Action, Comedy, Fantasy, Horror, Romance
## 1
## Animation, Action, Comedy, Fantasy, Music, Musical
## 1
## Animation, Action, Comedy, Fantasy, Romance
## 6
## Animation, Action, Comedy, Fantasy, Romance, Sci-Fi
## 1
## Animation, Action, Comedy, Fantasy, Romance, Sci-Fi, Thriller
## 1
## Animation, Action, Comedy, Fantasy, Sci-Fi
## 4
## Animation, Action, Comedy, History
## 1
## Animation, Action, Comedy, Horror, Mystery, Thriller
## 1
## Animation, Action, Comedy, Mystery
## 1
## Animation, Action, Comedy, Sci-Fi
## 7
## Animation, Action, Comedy, Sci-Fi, Thriller
## 1
## Animation, Action, Comedy, Sport
## 3
## Animation, Action, Crime
## 1
## Animation, Action, Crime, Drama, Horror, Sci-Fi, Thriller
## 1
## Animation, Action, Crime, Drama, Mystery, Romance, Thriller
## 1
## Animation, Action, Crime, Drama, Mystery, Sci-Fi, Thriller
## 2
## Animation, Action, Crime, Drama, Sci-Fi, Thriller
## 1
## Animation, Action, Crime, Drama, Thriller
## 2
## Animation, Action, Crime, Mystery, Sci-Fi, Thriller
## 2
## Animation, Action, Crime, Sci-Fi
## 2
## Animation, Action, Crime, Sci-Fi, Thriller
## 1
## Animation, Action, Crime, War
## 1
## Animation, Action, Drama
## 4
## Animation, Action, Drama, Family, Fantasy, Horror
## 1
## Animation, Action, Drama, Family, Fantasy, Mystery
## 1
## Animation, Action, Drama, Fantasy
## 7
## Animation, Action, Drama, Fantasy, History
## 1
## Animation, Action, Drama, Fantasy, Horror
## 1
## Animation, Action, Drama, Fantasy, Horror, Mystery, Romance
## 1
## Animation, Action, Drama, Fantasy, Horror, Mystery, Sci-Fi, Thriller
## 1
## Animation, Action, Drama, Fantasy, Horror, Mystery, Thriller
## 1
## Animation, Action, Drama, Fantasy, Horror, Sci-Fi, Thriller
## 1
## Animation, Action, Drama, Fantasy, Horror, Thriller
## 1
## Animation, Action, Drama, Fantasy, Mystery
## 1
## Animation, Action, Drama, Fantasy, Romance
## 2
## Animation, Action, Drama, Fantasy, Sci-Fi
## 1
## Animation, Action, Drama, Fantasy, Sci-Fi, Thriller
## 1
## Animation, Action, Drama, Fantasy, Thriller
## 2
## Animation, Action, Drama, Horror, Thriller
## 1
## Animation, Action, Drama, Mystery
## 1
## Animation, Action, Drama, Romance, Sci-Fi
## 4
## Animation, Action, Drama, Romance, Sci-Fi, Thriller
## 1
## Animation, Action, Drama, Sci-Fi
## 14
## Animation, Action, Drama, Sci-Fi, Thriller
## 2
## Animation, Action, Drama, Sci-Fi, War
## 1
## Animation, Action, Family, Fantasy
## 3
## Animation, Action, Fantasy
## 22
## Animation, Action, Fantasy, Horror
## 5
## Animation, Action, Fantasy, Horror, Mystery, Thriller
## 1
## Animation, Action, Fantasy, Horror, Sci-Fi
## 1
## Animation, Action, Fantasy, Mystery
## 2
## Animation, Action, Fantasy, Mystery, Sci-Fi
## 1
## Animation, Action, Fantasy, Romance
## 5
## Animation, Action, Fantasy, Romance, Sci-Fi
## 1
## Animation, Action, Fantasy, Romance, War
## 1
## Animation, Action, Fantasy, Sci-Fi
## 4
## Animation, Action, Fantasy, Sport
## 1
## Animation, Action, Fantasy, Thriller
## 1
## Animation, Action, Fantasy, War
## 1
## Animation, Action, History, Horror
## 1
## Animation, Action, Horror, Mystery, Thriller
## 1
## Animation, Action, Horror, Romance, Sci-Fi, Thriller
## 1
## Animation, Action, Horror, Sci-Fi, Thriller
## 1
## Animation, Action, Music, Romance, Sci-Fi
## 1
## Animation, Action, Mystery, Sci-Fi
## 1
## Animation, Action, Romance, Sci-Fi
## 1
## Animation, Action, Sci-Fi
## 35
## Animation, Action, Sci-Fi, Thriller
## 2
## Animation, Action, Sport
## 3
## Animation, Action, Thriller
## 1
## Animation, Adventure
## 9
## Animation, Adventure, Biography, Drama, Family, History, Musical
## 1
## Animation, Adventure, Comedy
## 12
## Animation, Adventure, Comedy, Crime
## 1
## Animation, Adventure, Comedy, Crime, Drama
## 1
## Animation, Adventure, Comedy, Crime, Drama, Family, Fantasy, Horror, Mystery
## 1
## Animation, Adventure, Comedy, Crime, Family
## 1
## Animation, Adventure, Comedy, Crime, Family, Fantasy, Sci-Fi
## 1
## Animation, Adventure, Comedy, Crime, Family, Musical
## 1
## Animation, Adventure, Comedy, Crime, Fantasy, Horror, Mystery, Sci-Fi
## 1
## Animation, Adventure, Comedy, Drama
## 4
## Animation, Adventure, Comedy, Drama, Family
## 1
## Animation, Adventure, Comedy, Drama, Family, Fantasy
## 2
## Animation, Adventure, Comedy, Drama, Family, Fantasy, Music, Romance
## 1
## Animation, Adventure, Comedy, Drama, Family, Fantasy, Musical
## 3
## Animation, Adventure, Comedy, Drama, Family, Fantasy, Musical, Sci-Fi
## 2
## Animation, Adventure, Comedy, Drama, Family, Fantasy, Romance
## 1
## Animation, Adventure, Comedy, Drama, Family, Fantasy, Sci-Fi
## 2
## Animation, Adventure, Comedy, Drama, Family, Fantasy, Sci-Fi, Sport
## 1
## Animation, Adventure, Comedy, Drama, Family, Musical
## 1
## Animation, Adventure, Comedy, Drama, Family, Mystery, Romance, Sci-Fi
## 1
## Animation, Adventure, Comedy, Drama, Family, Mystery, Western
## 1
## Animation, Adventure, Comedy, Drama, Fantasy
## 1
## Animation, Adventure, Comedy, Drama, Fantasy, Romance
## 3
## Animation, Adventure, Comedy, Drama, Mystery, Sci-Fi
## 1
## Animation, Adventure, Comedy, Family
## 45
## Animation, Adventure, Comedy, Family, Fantasy
## 73
## Animation, Adventure, Comedy, Family, Fantasy, Horror
## 2
## Animation, Adventure, Comedy, Family, Fantasy, Horror, Sci-Fi
## 2
## Animation, Adventure, Comedy, Family, Fantasy, Music
## 3
## Animation, Adventure, Comedy, Family, Fantasy, Music, Romance, Sci-Fi
## 1
## Animation, Adventure, Comedy, Family, Fantasy, Musical
## 12
## Animation, Adventure, Comedy, Family, Fantasy, Musical, Romance
## 2
## Animation, Adventure, Comedy, Family, Fantasy, Musical, Sci-Fi
## 1
## Animation, Adventure, Comedy, Family, Fantasy, Mystery
## 1
## Animation, Adventure, Comedy, Family, Fantasy, Mystery, Sci-Fi
## 2
## Animation, Adventure, Comedy, Family, Fantasy, Romance
## 4
## Animation, Adventure, Comedy, Family, Fantasy, Romance, Sci-Fi
## 1
## Animation, Adventure, Comedy, Family, Fantasy, Sci-Fi
## 21
## Animation, Adventure, Comedy, Family, Fantasy, Sci-Fi, Thriller
## 2
## Animation, Adventure, Comedy, Family, Fantasy, Sport
## 1
## Animation, Adventure, Comedy, Family, Horror
## 1
## Animation, Adventure, Comedy, Family, Music
## 2
## Animation, Adventure, Comedy, Family, Music, Musical
## 1
## Animation, Adventure, Comedy, Family, Music, Musical, Romance
## 1
## Animation, Adventure, Comedy, Family, Musical
## 4
## Animation, Adventure, Comedy, Family, Musical, Mystery
## 1
## Animation, Adventure, Comedy, Family, Romance
## 3
## Animation, Adventure, Comedy, Family, Sci-Fi
## 11
## Animation, Adventure, Comedy, Family, Sci-Fi, Sport
## 2
## Animation, Adventure, Comedy, Family, War
## 1
## Animation, Adventure, Comedy, Family, Western
## 1
## Animation, Adventure, Comedy, Fantasy
## 8
## Animation, Adventure, Comedy, Fantasy, Horror
## 1
## Animation, Adventure, Comedy, Fantasy, Romance
## 4
## Animation, Adventure, Comedy, Fantasy, Sci-Fi
## 1
## Animation, Adventure, Comedy, Horror
## 1
## Animation, Adventure, Comedy, Sci-Fi
## 2
## Animation, Adventure, Drama, Family
## 2
## Animation, Adventure, Drama, Family, Fantasy
## 7
## Animation, Adventure, Drama, Family, Fantasy, Musical
## 1
## Animation, Adventure, Drama, Family, Fantasy, Musical, Mystery, Romance
## 2
## Animation, Adventure, Drama, Family, Fantasy, Musical, Romance
## 1
## Animation, Adventure, Drama, Family, Fantasy, Mystery
## 1
## Animation, Adventure, Drama, Family, Fantasy, Romance
## 2
## Animation, Adventure, Drama, Family, Fantasy, Sci-Fi
## 1
## Animation, Adventure, Drama, Family, Fantasy, Thriller
## 1
## Animation, Adventure, Drama, Family, History
## 1
## Animation, Adventure, Drama, Family, Western
## 1
## Animation, Adventure, Drama, Fantasy
## 4
## Animation, Adventure, Drama, Fantasy, Horror, Mystery, Romance, Thriller
## 2
## Animation, Adventure, Drama, Fantasy, Horror, Mystery, Sci-Fi, Thriller
## 1
## Animation, Adventure, Drama, Fantasy, Music, Musical, Romance, Sci-Fi
## 1
## Animation, Adventure, Drama, Fantasy, Mystery, Romance
## 2
## Animation, Adventure, Drama, Fantasy, Mystery, Sci-Fi
## 1
## Animation, Adventure, Drama, Fantasy, Romance, Sci-Fi
## 1
## Animation, Adventure, Drama, Musical
## 1
## Animation, Adventure, Drama, Mystery, Sci-Fi, War
## 1
## Animation, Adventure, Drama, Sci-Fi
## 1
## Animation, Adventure, Drama, Sport
## 1
## Animation, Adventure, Family
## 21
## Animation, Adventure, Family, Fantasy
## 21
## Animation, Adventure, Family, Fantasy, Musical
## 1
## Animation, Adventure, Family, Fantasy, Mystery
## 2
## Animation, Adventure, Family, Fantasy, Mystery, Thriller
## 1
## Animation, Adventure, Family, Fantasy, Romance
## 1
## Animation, Adventure, Family, Fantasy, Sci-Fi
## 6
## Animation, Adventure, Family, History, War
## 1
## Animation, Adventure, Family, Music
## 1
## Animation, Adventure, Family, Musical
## 2
## Animation, Adventure, Family, Mystery
## 1
## Animation, Adventure, Family, Sci-Fi
## 2
## Animation, Adventure, Family, Sport
## 1
## Animation, Adventure, Family, Western
## 1
## Animation, Adventure, Fantasy
## 14
## Animation, Adventure, Fantasy, Romance
## 1
## Animation, Adventure, Fantasy, Sci-Fi
## 4
## Animation, Adventure, Horror, Thriller
## 1
## Animation, Adventure, Musical
## 1
## Animation, Adventure, Mystery
## 1
## Animation, Adventure, Romance
## 1
## Animation, Adventure, Sci-Fi
## 2
## Animation, Biography, Crime, Drama, Family, Mystery
## 1
## Animation, Biography, Drama
## 1
## Animation, Biography, Drama, History, Romance, War
## 1
## Animation, Comedy
## 26
## Animation, Comedy, Crime
## 2
## Animation, Comedy, Crime, Drama, Thriller
## 1
## Animation, Comedy, Crime, Family
## 1
## Animation, Comedy, Crime, Family, Fantasy
## 1
## Animation, Comedy, Drama
## 14
## Animation, Comedy, Drama, Family
## 3
## Animation, Comedy, Drama, Family, Fantasy
## 1
## Animation, Comedy, Drama, Family, Fantasy, Musical
## 1
## Animation, Comedy, Drama, Family, Fantasy, Musical, Sci-Fi
## 1
## Animation, Comedy, Drama, Family, Fantasy, Romance
## 1
## Animation, Comedy, Drama, Family, Music
## 2
## Animation, Comedy, Drama, Family, Musical
## 1
## Animation, Comedy, Drama, Family, Romance, Sci-Fi
## 1
## Animation, Comedy, Drama, Fantasy
## 1
## Animation, Comedy, Drama, Fantasy, Horror, Mystery
## 1
## Animation, Comedy, Drama, Fantasy, Musical
## 1
## Animation, Comedy, Drama, Fantasy, Romance
## 7
## Animation, Comedy, Drama, Fantasy, Romance, Thriller
## 1
## Animation, Comedy, Drama, Fantasy, Sci-Fi
## 1
## Animation, Comedy, Drama, Horror
## 2
## Animation, Comedy, Drama, Horror, Mystery, Thriller
## 2
## Animation, Comedy, Drama, Music
## 2
## Animation, Comedy, Drama, Music, Musical, Romance
## 1
## Animation, Comedy, Drama, Music, Romance
## 1
## Animation, Comedy, Drama, Mystery, Romance
## 2
## Animation, Comedy, Drama, Romance
## 16
## Animation, Comedy, Drama, Romance, Sport
## 1
## Animation, Comedy, Drama, Sci-Fi, Thriller
## 1
## Animation, Comedy, Drama, Sport
## 3
## Animation, Comedy, Family
## 39
## Animation, Comedy, Family, Fantasy
## 17
## Animation, Comedy, Family, Fantasy, Horror
## 2
## Animation, Comedy, Family, Fantasy, Music
## 3
## Animation, Comedy, Family, Fantasy, Musical
## 3
## Animation, Comedy, Family, Fantasy, Musical, Romance
## 1
## Animation, Comedy, Family, Fantasy, Mystery
## 1
## Animation, Comedy, Family, Fantasy, Sci-Fi
## 2
## Animation, Comedy, Family, Horror
## 2
## Animation, Comedy, Family, Horror, Music, Sci-Fi
## 1
## Animation, Comedy, Family, Music, Sci-Fi
## 1
## Animation, Comedy, Family, Musical
## 2
## Animation, Comedy, Family, Sci-Fi
## 2
## Animation, Comedy, Family, Sport
## 1
## Animation, Comedy, Family, Western
## 1
## Animation, Comedy, Fantasy
## 12
## Animation, Comedy, Fantasy, Music
## 1
## Animation, Comedy, Fantasy, Musical
## 1
## Animation, Comedy, Fantasy, Romance
## 7
## Animation, Comedy, Fantasy, Romance, Sci-Fi
## 1
## Animation, Comedy, Fantasy, Sci-Fi
## 2
## Animation, Comedy, Musical
## 2
## Animation, Comedy, Mystery
## 1
## Animation, Comedy, Romance
## 26
## Animation, Comedy, Romance, Sport
## 1
## Animation, Comedy, Sci-Fi
## 1
## Animation, Comedy, Sport
## 4
## Animation, Comedy, Talk-Show
## 1
## Animation, Crime, Drama
## 1
## Animation, Crime, Drama, Fantasy, Mystery, Romance, Thriller
## 1
## Animation, Crime, Drama, Fantasy, Mystery, Thriller
## 2
## Animation, Crime, Drama, Mystery
## 1
## Animation, Crime, Drama, Mystery, Sci-Fi, Thriller
## 1
## Animation, Crime, History, Mystery, Thriller
## 1
## Animation, Crime, Horror, Mystery, Thriller
## 1
## Animation, Crime, Mystery, Thriller
## 1
## Animation, Drama
## 4
## Animation, Drama, Family
## 1
## Animation, Drama, Family, Fantasy
## 2
## Animation, Drama, Family, Fantasy, Musical, Romance
## 1
## Animation, Drama, Family, Fantasy, Thriller
## 1
## Animation, Drama, Family, History, War
## 1
## Animation, Drama, Family, Music, Romance
## 1
## Animation, Drama, Family, Mystery
## 1
## Animation, Drama, Family, Mystery, Romance, Sci-Fi
## 1
## Animation, Drama, Family, Mystery, Sci-Fi
## 1
## Animation, Drama, Family, Romance
## 4
## Animation, Drama, Family, War
## 1
## Animation, Drama, Fantasy
## 2
## Animation, Drama, Fantasy, Horror, Mystery
## 1
## Animation, Drama, Fantasy, Horror, Mystery, Romance
## 1
## Animation, Drama, Fantasy, Horror, Mystery, Thriller
## 1
## Animation, Drama, Fantasy, Music
## 1
## Animation, Drama, Fantasy, Mystery, Romance
## 1
## Animation, Drama, Fantasy, Mystery, Sci-Fi
## 1
## Animation, Drama, Fantasy, Mystery, Sci-Fi, Thriller
## 4
## Animation, Drama, Fantasy, Mystery, Thriller
## 2
## Animation, Drama, Fantasy, Romance
## 6
## Animation, Drama, Fantasy, Romance, Sci-Fi
## 2
## Animation, Drama, Fantasy, Sci-Fi
## 2
## Animation, Drama, Fantasy, Thriller
## 1
## Animation, Drama, History
## 1
## Animation, Drama, History, Sci-Fi
## 1
## Animation, Drama, Horror, Mystery
## 3
## Animation, Drama, Horror, Mystery, Thriller
## 1
## Animation, Drama, Music
## 2
## Animation, Drama, Music, Romance
## 2
## Animation, Drama, Music, Sci-Fi
## 1
## Animation, Drama, Mystery, Sci-Fi, Thriller
## 1
## Animation, Drama, Mystery, Thriller
## 2
## Animation, Drama, Romance
## 7
## Animation, Drama, Romance, Sci-Fi
## 1
## Animation, Drama, Romance, Sport
## 1
## Animation, Drama, Sci-Fi
## 2
## Animation, Drama, Sci-Fi, War
## 1
## Animation, Drama, Sport
## 9
## Animation, Drama, War
## 2
## Animation, Family
## 79
## Animation, Family, Fantasy
## 9
## Animation, Family, Fantasy, Musical
## 3
## Animation, Family, Fantasy, Romance
## 1
## Animation, Family, Music
## 3
## Animation, Family, Musical
## 1
## Animation, Family, Mystery
## 1
## Animation, Family, Sci-Fi
## 1
## Animation, Family, Sci-Fi, Adventure
## 1
## Animation, Family, Sport
## 1
## Animation, Fantasy
## 7
## Animation, Fantasy, Horror
## 1
## Animation, Fantasy, Horror, Mystery
## 1
## Animation, Fantasy, Mystery
## 1
## Animation, Fantasy, Mystery, Thriller
## 1
## Animation, Fantasy, Romance
## 1
## Animation, Fantasy, Sci-Fi
## 2
## Animation, History, Mystery
## 1
## Animation, Horror
## 3
## Animation, Horror, Mystery
## 1
## Animation, Horror, Mystery, Thriller
## 1
## Animation, Musical
## 2
## Animation, Mystery
## 1
## Animation, Romance
## 1
## Animation, Romance, Sport
## 1
## Animation, Sci-Fi
## 4
## Animation, Short
## 15
## Animation, Short, Action, Adventure, Comedy, Drama, Family, Fantasy
## 1
## Animation, Short, Action, Adventure, Comedy, Drama, Family, Fantasy, Musical, Mystery, Sci-Fi, Thriller
## 1
## Animation, Short, Action, Adventure, Comedy, Family
## 7
## Animation, Short, Action, Adventure, Comedy, Family, Fantasy
## 2
## Animation, Short, Action, Adventure, Comedy, Family, Fantasy, Sci-Fi
## 4
## Animation, Short, Action, Adventure, Comedy, Family, Sci-Fi
## 2
## Animation, Short, Action, Adventure, Comedy, Fantasy, Sci-Fi
## 1
## Animation, Short, Action, Adventure, Comedy, Sci-Fi
## 2
## Animation, Short, Action, Adventure, Family
## 1
## Animation, Short, Action, Comedy, Family
## 1
## Animation, Short, Action, Crime, Drama, Horror, Mystery
## 1
## Animation, Short, Action, Fantasy
## 1
## Animation, Short, Action, Sci-Fi
## 1
## Animation, Short, Adventure
## 2
## Animation, Short, Adventure, Comedy, Family
## 3
## Animation, Short, Adventure, Comedy, Family, Fantasy
## 3
## Animation, Short, Adventure, Comedy, Family, Fantasy, Musical
## 3
## Animation, Short, Adventure, Comedy, Family, Fantasy, Sci-Fi
## 1
## Animation, Short, Adventure, Comedy, Family, Music
## 2
## Animation, Short, Adventure, Comedy, Family, Musical
## 1
## Animation, Short, Adventure, Comedy, Family, Sci-Fi
## 2
## Animation, Short, Adventure, Family
## 4
## Animation, Short, Adventure, Family, Fantasy
## 3
## Animation, Short, Comedy
## 3
## Animation, Short, Comedy, Family
## 6
## Animation, Short, Comedy, Family, Fantasy
## 2
## Animation, Short, Comedy, Family, Musical
## 1
## Animation, Short, Comedy, Family, Sci-Fi
## 1
## Animation, Short, Comedy, Fantasy
## 1
## Animation, Short, Comedy, Fantasy, Horror, Sci-Fi
## 1
## Animation, Short, Crime, Drama
## 1
## Animation, Short, Drama
## 3
## Animation, Short, Drama, Family, History, Musical
## 1
## Animation, Short, Drama, Romance
## 1
## Animation, Short, Family
## 6
## Animation, Short, Family, Fantasy
## 1
## Animation, Short, Music
## 1
## Animation, Short, Mystery
## 1
## Animation, Short, Sci-Fi
## 1
## Animation, Sport
## 5
## Animation, War
## 1
## Biography
## 8
## Biography, Comedy
## 4
## Biography, Comedy, Crime
## 1
## Biography, Comedy, Crime, Drama
## 2
## Biography, Comedy, Crime, Drama, History
## 1
## Biography, Comedy, Crime, Drama, Romance
## 1
## Biography, Comedy, Crime, Drama, War
## 1
## Biography, Comedy, Drama
## 16
## Biography, Comedy, Drama, Family, History, Sport
## 1
## Biography, Comedy, Drama, Fantasy, Romance
## 1
## Biography, Comedy, Drama, History
## 5
## Biography, Comedy, Drama, History, Romance
## 2
## Biography, Comedy, Drama, Music
## 4
## Biography, Comedy, Drama, Music, Romance
## 1
## Biography, Comedy, Drama, Musical, Romance
## 1
## Biography, Comedy, Drama, Romance
## 3
## Biography, Comedy, Drama, Sport
## 4
## Biography, Comedy, Drama, War
## 1
## Biography, Comedy, Music, Musical, Romance
## 1
## Biography, Comedy, Romance
## 1
## Biography, Crime
## 1
## Biography, Crime, Drama
## 32
## Biography, Crime, Drama, History
## 4
## Biography, Crime, Drama, History, Mystery
## 1
## Biography, Crime, Drama, History, Sport
## 1
## Biography, Crime, Drama, History, Thriller
## 2
## Biography, Crime, Drama, History, Western
## 1
## Biography, Crime, Drama, Horror, Thriller
## 1
## Biography, Crime, Drama, Music
## 1
## Biography, Crime, Drama, Mystery, Thriller
## 5
## Biography, Crime, Drama, Romance
## 4
## Biography, Crime, Drama, Sport
## 1
## Biography, Crime, Drama, Sport, Thriller
## 1
## Biography, Crime, Drama, Thriller
## 17
## Biography, Crime, Drama, Thriller, War
## 3
## Biography, Crime, Drama, Western
## 1
## Biography, Crime, History, Thriller
## 1
## Biography, Drama
## 82
## Biography, Drama, Family
## 5
## Biography, Drama, Family, History
## 1
## Biography, Drama, Family, Music
## 1
## Biography, Drama, Family, Romance
## 1
## Biography, Drama, Family, Sport
## 3
## Biography, Drama, Fantasy, History
## 1
## Biography, Drama, Fantasy, Horror, Mystery, Thriller
## 1
## Biography, Drama, History
## 37
## Biography, Drama, History, Music
## 2
## Biography, Drama, History, Music, Romance
## 1
## Biography, Drama, History, Mystery, Romance, Thriller
## 1
## Biography, Drama, History, Mystery, Romance, War
## 1
## Biography, Drama, History, Romance
## 19
## Biography, Drama, History, Romance, War
## 3
## Biography, Drama, History, Sport
## 4
## Biography, Drama, History, Thriller
## 5
## Biography, Drama, History, Thriller, War
## 3
## Biography, Drama, History, War
## 16
## Biography, Drama, Horror
## 1
## Biography, Drama, Music
## 15
## Biography, Drama, Music, Musical
## 1
## Biography, Drama, Music, Romance
## 7
## Biography, Drama, Music, War
## 1
## Biography, Drama, Musical
## 1
## Biography, Drama, Mystery, Thriller
## 1
## Biography, Drama, Romance
## 29
## Biography, Drama, Romance, Thriller
## 1
## Biography, Drama, Romance, Thriller, War
## 1
## Biography, Drama, Romance, War
## 3
## Biography, Drama, Sport
## 22
## Biography, Drama, Thriller
## 9
## Biography, Drama, Thriller, War
## 1
## Biography, Drama, War
## 9
## Biography, Drama, Western
## 2
## Biography, Family, Sport
## 1
## Biography, History
## 2
## Biography, Music
## 3
## Comedy
## 1186
## Comedy, Action
## 4
## Comedy, Animation
## 1
## Comedy, Crime
## 83
## Comedy, Crime, Drama
## 49
## Comedy, Crime, Drama, Family, Mystery
## 1
## Comedy, Crime, Drama, Family, Mystery, Romance, Thriller
## 1
## Comedy, Crime, Drama, Fantasy, Mystery, Thriller
## 1
## Comedy, Crime, Drama, Fantasy, Romance, Sci-Fi
## 1
## Comedy, Crime, Drama, History
## 1
## Comedy, Crime, Drama, Horror
## 1
## Comedy, Crime, Drama, Horror, Romance, Thriller
## 1
## Comedy, Crime, Drama, Horror, Thriller
## 1
## Comedy, Crime, Drama, Music
## 1
## Comedy, Crime, Drama, Mystery
## 5
## Comedy, Crime, Drama, Mystery, Romance
## 1
## Comedy, Crime, Drama, Mystery, Thriller
## 4
## Comedy, Crime, Drama, Romance
## 6
## Comedy, Crime, Drama, Romance, Thriller
## 3
## Comedy, Crime, Drama, Sci-Fi, Thriller
## 1
## Comedy, Crime, Drama, Sport
## 1
## Comedy, Crime, Drama, Thriller
## 13
## Comedy, Crime, Family
## 3
## Comedy, Crime, Family, Romance
## 1
## Comedy, Crime, Family, Sci-Fi
## 1
## Comedy, Crime, Fantasy, Mystery
## 1
## Comedy, Crime, Horror, Thriller
## 2
## Comedy, Crime, Music, Thriller
## 1
## Comedy, Crime, Musical, Romance
## 1
## Comedy, Crime, Mystery
## 7
## Comedy, Crime, Mystery, Thriller
## 3
## Comedy, Crime, Romance
## 6
## Comedy, Crime, Romance, Thriller
## 3
## Comedy, Crime, Sci-Fi
## 1
## Comedy, Crime, Sport
## 1
## Comedy, Crime, Thriller
## 14
## Comedy, Crime, Western
## 1
## Comedy, Drama
## 447
## Comedy, Drama, Family
## 46
## Comedy, Drama, Family, Fantasy
## 5
## Comedy, Drama, Family, Fantasy, Musical
## 2
## Comedy, Drama, Family, Fantasy, Romance
## 1
## Comedy, Drama, Family, History
## 1
## Comedy, Drama, Family, Horror, Mystery, Sci-Fi, Thriller
## 1
## Comedy, Drama, Family, Music
## 2
## Comedy, Drama, Family, Music, Romance
## 3
## Comedy, Drama, Family, Musical
## 3
## Comedy, Drama, Family, Romance
## 24
## Comedy, Drama, Family, Romance, Sport
## 1
## Comedy, Drama, Family, Sci-Fi
## 2
## Comedy, Drama, Family, Sport
## 2
## Comedy, Drama, Fantasy
## 21
## Comedy, Drama, Fantasy, Horror, Mystery, Thriller
## 1
## Comedy, Drama, Fantasy, Horror, Romance
## 1
## Comedy, Drama, Fantasy, Horror, Thriller
## 1
## Comedy, Drama, Fantasy, Musical, Romance
## 1
## Comedy, Drama, Fantasy, Romance
## 23
## Comedy, Drama, Fantasy, Romance, Sci-Fi
## 4
## Comedy, Drama, Fantasy, Romance, Sport
## 1
## Comedy, Drama, Fantasy, Romance, Thriller
## 1
## Comedy, Drama, History
## 5
## Comedy, Drama, History, Mystery
## 1
## Comedy, Drama, History, Romance
## 4
## Comedy, Drama, History, War
## 1
## Comedy, Drama, Horror
## 3
## Comedy, Drama, Horror, Mystery, Sci-Fi, Talk-Show, Thriller
## 1
## Comedy, Drama, Horror, Romance
## 1
## Comedy, Drama, Horror, Romance, Thriller
## 1
## Comedy, Drama, Horror, Thriller
## 2
## Comedy, Drama, Music
## 30
## Comedy, Drama, Music, Musical
## 2
## Comedy, Drama, Music, Musical, Romance
## 2
## Comedy, Drama, Music, Mystery
## 1
## Comedy, Drama, Music, Romance
## 14
## Comedy, Drama, Music, Romance, Sport
## 1
## Comedy, Drama, Musical
## 4
## Comedy, Drama, Musical, Mystery
## 1
## Comedy, Drama, Musical, Mystery, Romance, Western
## 1
## Comedy, Drama, Musical, Romance
## 14
## Comedy, Drama, Mystery
## 9
## Comedy, Drama, Mystery, Romance
## 1
## Comedy, Drama, Mystery, Sci-Fi
## 2
## Comedy, Drama, Romance
## 356
## Comedy, Drama, Romance, Sci-Fi
## 3
## Comedy, Drama, Romance, Sci-Fi, Thriller
## 2
## Comedy, Drama, Romance, Sport
## 6
## Comedy, Drama, Romance, Thriller
## 4
## Comedy, Drama, Romance, War
## 4
## Comedy, Drama, Sci-Fi
## 2
## Comedy, Drama, Sport
## 16
## Comedy, Drama, Thriller
## 14
## Comedy, Drama, War
## 6
## Comedy, Drama, Western
## 2
## Comedy, Family
## 71
## Comedy, Family, Fantasy
## 24
## Comedy, Family, Fantasy, Horror
## 1
## Comedy, Family, Fantasy, Music, Romance
## 1
## Comedy, Family, Fantasy, Musical
## 3
## Comedy, Family, Fantasy, Romance
## 2
## Comedy, Family, Fantasy, Sci-Fi
## 2
## Comedy, Family, Fantasy, Sport
## 2
## Comedy, Family, Fantasy, War
## 1
## Comedy, Family, History
## 1
## Comedy, Family, Music
## 3
## Comedy, Family, Musical
## 2
## Comedy, Family, Romance
## 21
## Comedy, Family, Sci-Fi
## 2
## Comedy, Family, Sport
## 5
## Comedy, Fantasy
## 24
## Comedy, Fantasy, Horror
## 10
## Comedy, Fantasy, Horror, Mystery, Thriller
## 1
## Comedy, Fantasy, Horror, Romance
## 3
## Comedy, Fantasy, Horror, Thriller
## 2
## Comedy, Fantasy, Music
## 1
## Comedy, Fantasy, Music, Romance
## 2
## Comedy, Fantasy, Music, Sci-Fi
## 1
## Comedy, Fantasy, Musical
## 1
## Comedy, Fantasy, Mystery
## 2
## Comedy, Fantasy, Romance
## 40
## Comedy, Fantasy, Romance, Sci-Fi
## 2
## Comedy, Fantasy, Sci-Fi
## 3
## Comedy, Game-Show
## 2
## Comedy, Game-Show, Mystery
## 1
## Comedy, Game-Show, Reality-TV
## 2
## Comedy, History
## 2
## Comedy, History, Romance
## 4
## Comedy, History, War
## 1
## Comedy, Horror
## 39
## Comedy, Horror, Musical
## 1
## Comedy, Horror, Mystery
## 1
## Comedy, Horror, Mystery, Sci-Fi
## 1
## Comedy, Horror, Mystery, Sci-Fi, Thriller
## 2
## Comedy, Horror, Mystery, Thriller
## 2
## Comedy, Horror, Reality-TV, Sci-Fi, Thriller
## 1
## Comedy, Horror, Romance
## 3
## Comedy, Horror, Sci-Fi
## 2
## Comedy, Horror, Sci-Fi, Thriller
## 1
## Comedy, Horror, Talk-Show
## 1
## Comedy, Horror, Thriller
## 4
## Comedy, Music
## 20
## Comedy, Music, Musical
## 1
## Comedy, Music, Romance
## 14
## Comedy, Music, Romance, Sci-Fi
## 1
## Comedy, Music, Sci-Fi
## 1
## Comedy, Musical
## 10
## Comedy, Musical, Romance
## 11
## Comedy, Mystery
## 8
## Comedy, Mystery, Romance
## 3
## Comedy, News, Talk-Show
## 1
## Comedy, Reality-TV
## 3
## Comedy, Romance
## 425
## Comedy, Romance, Drama
## 3
## Comedy, Romance, Sci-Fi
## 5
## Comedy, Romance, Sport
## 11
## Comedy, Sci-Fi
## 11
## Comedy, Sci-Fi, Short
## 1
## Comedy, Sci-Fi, Thriller
## 2
## Comedy, Short
## 4
## Comedy, Sport
## 23
## Comedy, Talk-Show
## 5
## Comedy, Thriller
## 9
## Comedy, War
## 4
## Comedy, Western
## 6
## Crime
## 41
## Crime, Action, Comedy
## 1
## Crime, Drama
## 139
## Crime, Drama, Family
## 2
## Crime, Drama, Family, Thriller
## 1
## Crime, Drama, Fantasy
## 2
## Crime, Drama, Fantasy, History, Mystery
## 1
## Crime, Drama, Fantasy, Horror, Romance
## 3
## Crime, Drama, Fantasy, Mystery
## 1
## Crime, Drama, Fantasy, Mystery, Sci-Fi
## 1
## Crime, Drama, Fantasy, Mystery, Sci-Fi, Thriller
## 1
## Crime, Drama, Fantasy, Mystery, Thriller
## 3
## Crime, Drama, Fantasy, Romance
## 1
## Crime, Drama, Fantasy, Sci-Fi, Thriller
## 1
## Crime, Drama, Film-Noir, Thriller
## 1
## Crime, Drama, History
## 1
## Crime, Drama, History, Mystery, Thriller
## 1
## Crime, Drama, History, Romance
## 1
## Crime, Drama, History, Thriller
## 5
## Crime, Drama, Horror, Mystery
## 2
## Crime, Drama, Horror, Mystery, Sci-Fi, Thriller
## 1
## Crime, Drama, Horror, Mystery, Thriller
## 13
## Crime, Drama, Horror, Sci-Fi, Thriller
## 1
## Crime, Drama, Horror, Thriller
## 9
## Crime, Drama, Music
## 2
## Crime, Drama, Music, Mystery, Thriller
## 1
## Crime, Drama, Music, Romance
## 1
## Crime, Drama, Musical
## 1
## Crime, Drama, Mystery
## 38
## Crime, Drama, Mystery, Romance
## 3
## Crime, Drama, Mystery, Romance, Thriller
## 7
## Crime, Drama, Mystery, Sci-Fi
## 2
## Crime, Drama, Mystery, Sci-Fi, Thriller
## 2
## Crime, Drama, Mystery, Thriller
## 106
## Crime, Drama, Mystery, Thriller, Western
## 2
## Crime, Drama, Romance
## 13
## Crime, Drama, Romance, Thriller
## 13
## Crime, Drama, Sci-Fi
## 2
## Crime, Drama, Sci-Fi, Thriller
## 1
## Crime, Drama, Sport, War
## 1
## Crime, Drama, Thriller
## 178
## Crime, Drama, War
## 1
## Crime, Drama, Western
## 2
## Crime, Fantasy, Horror, Sci-Fi, Thriller
## 1
## Crime, Fantasy, Mystery
## 1
## Crime, Fantasy, Thriller
## 1
## Crime, History
## 2
## Crime, Horror
## 1
## Crime, Horror, Mystery
## 2
## Crime, Horror, Mystery, Sci-Fi
## 2
## Crime, Horror, Mystery, Thriller
## 5
## Crime, Horror, Sci-Fi, Thriller
## 1
## Crime, Horror, Thriller
## 10
## Crime, Music, Thriller
## 1
## Crime, Mystery
## 3
## Crime, Mystery, Thriller
## 28
## Crime, Reality-TV
## 1
## Crime, Romance, Thriller
## 2
## Crime, Sci-Fi, Thriller
## 3
## Crime, Thriller
## 43
## Documentary
## 460
## Documentary, Action, Comedy
## 7
## Documentary, Action, Crime, Drama
## 1
## Documentary, Action, Drama
## 1
## Documentary, Action, Drama, Music, Romance, War
## 1
## Documentary, Action, Sci-Fi
## 1
## Documentary, Action, Sport
## 1
## Documentary, Action, War
## 1
## Documentary, Adventure
## 2
## Documentary, Adventure, Biography, History
## 1
## Documentary, Adventure, Drama, Family
## 1
## Documentary, Adventure, Drama, News
## 1
## Documentary, Adventure, Family
## 1
## Documentary, Adventure, Game-Show
## 1
## Documentary, Adventure, History
## 1
## Documentary, Adventure, History, Reality-TV
## 1
## Documentary, Adventure, News
## 1
## Documentary, Animation
## 1
## Documentary, Animation, Biography, Comedy
## 1
## Documentary, Animation, Comedy, Family
## 1
## Documentary, Animation, Comedy, Family, Mystery
## 1
## Documentary, Animation, History
## 2
## Documentary, Animation, Short, Drama
## 1
## Documentary, Biography
## 35
## Documentary, Biography, Comedy
## 2
## Documentary, Biography, Crime
## 2
## Documentary, Biography, Crime, History
## 1
## Documentary, Biography, Crime, History, Sport
## 1
## Documentary, Biography, Crime, Music
## 1
## Documentary, Biography, Crime, Mystery
## 1
## Documentary, Biography, Drama
## 4
## Documentary, Biography, Drama, Family
## 2
## Documentary, Biography, Drama, History
## 1
## Documentary, Biography, Drama, History, Mystery
## 1
## Documentary, Biography, Drama, Music
## 1
## Documentary, Biography, Drama, News
## 1
## Documentary, Biography, Drama, Sport
## 1
## Documentary, Biography, Family
## 1
## Documentary, Biography, Family, History, Sport
## 1
## Documentary, Biography, Family, Music
## 1
## Documentary, Biography, Family, News
## 1
## Documentary, Biography, History
## 8
## Documentary, Biography, History, Music
## 4
## Documentary, Biography, History, Sport
## 1
## Documentary, Biography, History, War
## 2
## Documentary, Biography, Music
## 18
## Documentary, Biography, News
## 2
## Documentary, Biography, Sport
## 18
## Documentary, Biography, War
## 1
## Documentary, Comedy
## 77
## Documentary, Comedy, Drama
## 2
## Documentary, Comedy, Drama, Family
## 1
## Documentary, Comedy, Drama, Family, Fantasy, Romance
## 1
## Documentary, Comedy, Drama, Sport
## 1
## Documentary, Comedy, History
## 1
## Documentary, Comedy, Music
## 2
## Documentary, Comedy, Musical
## 2
## Documentary, Comedy, Reality-TV
## 2
## Documentary, Comedy, Romance
## 1
## Documentary, Crime
## 50
## Documentary, Crime, Drama
## 3
## Documentary, Crime, Drama, Horror, Mystery
## 1
## Documentary, Crime, Drama, Thriller, War
## 1
## Documentary, Crime, History
## 5
## Documentary, Crime, History, News
## 1
## Documentary, Crime, Music
## 2
## Documentary, Crime, Mystery
## 3
## Documentary, Crime, Sport
## 2
## Documentary, Drama
## 12
## Documentary, Drama, Family
## 1
## Documentary, Drama, History
## 1
## Documentary, Drama, History, Music
## 1
## Documentary, Drama, History, News
## 1
## Documentary, Drama, History, Romance
## 1
## Documentary, Drama, History, War
## 1
## Documentary, Drama, Music
## 1
## Documentary, Drama, Mystery
## 1
## Documentary, Drama, Mystery, Thriller
## 1
## Documentary, Drama, Sport
## 2
## Documentary, Family
## 7
## Documentary, Family, History
## 2
## Documentary, Fantasy
## 1
## Documentary, Game-Show
## 1
## Documentary, History
## 33
## Documentary, History, Music
## 3
## Documentary, History, Musical
## 1
## Documentary, History, News
## 4
## Documentary, History, News, Sport
## 1
## Documentary, History, Sport
## 1
## Documentary, History, War
## 6
## Documentary, Horror
## 1
## Documentary, Music
## 42
## Documentary, Mystery
## 3
## Documentary, Mystery, Reality-TV, Talk-Show
## 1
## Documentary, News
## 1
## Documentary, Reality-TV
## 11
## Documentary, Reality-TV, Romance
## 1
## Documentary, Reality-TV, Sport
## 1
## Documentary, Reality-TV, Talk-Show
## 1
## Documentary, Romance
## 1
## Documentary, Sci-Fi
## 1
## Documentary, Sci-Fi, Short
## 1
## Documentary, Short
## 59
## Documentary, Short, Biography
## 3
## Documentary, Short, Biography, Drama
## 1
## Documentary, Short, Biography, Romance, Sci-Fi
## 1
## Documentary, Short, Biography, Sport
## 2
## Documentary, Short, Comedy, Family, Mystery
## 1
## Documentary, Short, Drama
## 1
## Documentary, Short, Drama, Sport
## 1
## Documentary, Short, Family
## 1
## Documentary, Short, Family, History, News
## 1
## Documentary, Short, Family, Music
## 1
## Documentary, Short, History
## 1
## Documentary, Short, History, Romance
## 1
## Documentary, Short, News
## 1
## Documentary, Short, Sport
## 2
## Documentary, Short, Sport, War
## 1
## Documentary, Short, War
## 1
## Documentary, Sport
## 33
## Documentary, Talk-Show
## 1
## Documentary, Thriller
## 1
## Documentary, War
## 6
## Drama
## 1013
## Drama, Action, Family
## 1
## Drama, Adventure
## 1
## Drama, Comedy
## 5
## Drama, Comedy, Action, Adventure
## 3
## Drama, Crime
## 1
## Drama, Crime, Action
## 1
## Drama, Family
## 34
## Drama, Family, Fantasy
## 6
## Drama, Family, Fantasy, Musical
## 1
## Drama, Family, Fantasy, Mystery
## 1
## Drama, Family, Fantasy, Romance
## 1
## Drama, Family, Fantasy, Romance, Thriller
## 1
## Drama, Family, Fantasy, Sport
## 1
## Drama, Family, Horror, Sci-Fi, Thriller
## 1
## Drama, Family, Music
## 2
## Drama, Family, Music, Romance
## 4
## Drama, Family, Musical, Romance
## 4
## Drama, Family, Mystery
## 1
## Drama, Family, Reality-TV
## 1
## Drama, Family, Romance
## 10
## Drama, Family, Romance, Sport
## 1
## Drama, Family, Sci-Fi
## 3
## Drama, Family, Sport
## 5
## Drama, Family, War
## 1
## Drama, Fantasy
## 16
## Drama, Fantasy, Family, Adventure, Romance
## 1
## Drama, Fantasy, History, Romance
## 2
## Drama, Fantasy, History, War
## 1
## Drama, Fantasy, Horror
## 6
## Drama, Fantasy, Horror, Mystery
## 3
## Drama, Fantasy, Horror, Mystery, Romance
## 2
## Drama, Fantasy, Horror, Mystery, Romance, Sci-Fi, Thriller
## 2
## Drama, Fantasy, Horror, Mystery, Romance, Thriller
## 1
## Drama, Fantasy, Horror, Mystery, Sci-Fi, Thriller
## 6
## Drama, Fantasy, Horror, Mystery, Thriller
## 17
## Drama, Fantasy, Horror, Romance
## 3
## Drama, Fantasy, Horror, Sci-Fi
## 1
## Drama, Fantasy, Horror, Sci-Fi, Thriller
## 2
## Drama, Fantasy, Horror, Thriller
## 14
## Drama, Fantasy, Horror, Thriller, War
## 1
## Drama, Fantasy, Music, Mystery, Romance
## 1
## Drama, Fantasy, Musical
## 1
## Drama, Fantasy, Musical, Romance
## 1
## Drama, Fantasy, Mystery
## 8
## Drama, Fantasy, Mystery, Romance
## 2
## Drama, Fantasy, Mystery, Romance, Sci-Fi
## 2
## Drama, Fantasy, Mystery, Romance, Thriller
## 3
## Drama, Fantasy, Mystery, Sci-Fi
## 2
## Drama, Fantasy, Mystery, Sci-Fi, Thriller
## 2
## Drama, Fantasy, Mystery, Thriller
## 7
## Drama, Fantasy, Romance
## 32
## Drama, Fantasy, Romance, Sci-Fi
## 3
## Drama, Fantasy, Romance, Thriller
## 3
## Drama, Fantasy, Sci-Fi
## 3
## Drama, Fantasy, Sci-Fi, Thriller
## 4
## Drama, Fantasy, Short
## 1
## Drama, Fantasy, Sport
## 2
## Drama, Fantasy, Thriller
## 5
## Drama, Fantasy, Thriller, Mystery, Sci-Fi, Horror
## 1
## Drama, Fantasy, Thriller, War
## 1
## Drama, Fantasy, War
## 1
## Drama, Game-Show, Reality-TV, Romance
## 1
## Drama, History
## 46
## Drama, History, Horror
## 2
## Drama, History, Horror, Thriller
## 1
## Drama, History, Music, Romance
## 2
## Drama, History, Musical, Romance, War
## 2
## Drama, History, Romance
## 15
## Drama, History, Romance, Thriller, War
## 2
## Drama, History, Romance, War
## 6
## Drama, History, Sport
## 1
## Drama, History, Sport, War
## 1
## Drama, History, Thriller
## 14
## Drama, History, Thriller, War
## 4
## Drama, History, War
## 20
## Drama, History, Western
## 1
## Drama, Horror
## 21
## Drama, Horror, Music, Thriller
## 2
## Drama, Horror, Musical, Thriller
## 1
## Drama, Horror, Mystery
## 11
## Drama, Horror, Mystery, Romance
## 1
## Drama, Horror, Mystery, Romance, Sci-Fi, Thriller
## 1
## Drama, Horror, Mystery, Romance, Thriller
## 3
## Drama, Horror, Mystery, Sci-Fi
## 2
## Drama, Horror, Mystery, Sci-Fi, Thriller
## 7
## Drama, Horror, Mystery, Thriller
## 44
## Drama, Horror, Romance
## 2
## Drama, Horror, Romance, Sci-Fi
## 2
## Drama, Horror, Sci-Fi
## 5
## Drama, Horror, Sci-Fi, Thriller
## 7
## Drama, Horror, Thriller
## 29
## Drama, Horror, Western
## 1
## Drama, Music
## 32
## Drama, Music, Musical
## 4
## Drama, Music, Musical, Romance
## 1
## Drama, Music, Mystery
## 1
## Drama, Music, Mystery, Romance
## 2
## Drama, Music, Mystery, War
## 1
## Drama, Music, Romance
## 37
## Drama, Music, Thriller
## 2
## Drama, Musical
## 6
## Drama, Musical, Romance
## 11
## Drama, Musical, Romance, Thriller
## 1
## Drama, Musical, Sci-Fi
## 1
## Drama, Musical, Sport
## 1
## Drama, Musical, Thriller
## 1
## Drama, Mystery
## 24
## Drama, Mystery, Romance
## 16
## Drama, Mystery, Romance, Sci-Fi, Thriller
## 1
## Drama, Mystery, Romance, Thriller
## 10
## Drama, Mystery, Romance, War
## 2
## Drama, Mystery, Sci-Fi
## 4
## Drama, Mystery, Sci-Fi, Thriller
## 22
## Drama, Mystery, Thriller
## 74
## Drama, Mystery, Thriller, Western
## 1
## Drama, Mystery, War
## 1
## Drama, Reality-TV
## 7
## Drama, Romance
## 429
## Drama, Romance, Adventure
## 1
## Drama, Romance, Sci-Fi
## 11
## Drama, Romance, Sci-Fi, Thriller
## 4
## Drama, Romance, Sport
## 7
## Drama, Romance, Thriller
## 19
## Drama, Romance, Thriller, War
## 1
## Drama, Romance, War
## 15
## Drama, Romance, War, Western
## 1
## Drama, Romance, Western
## 2
## Drama, Sci-Fi
## 23
## Drama, Sci-Fi, Thriller
## 21
## Drama, Sci-Fi, Thriller, Western
## 1
## Drama, Short
## 3
## Drama, Sport
## 48
## Drama, Sport, Thriller, War
## 1
## Drama, Thriller
## 139
## Drama, Thriller, War
## 8
## Drama, Thriller, Western
## 4
## Drama, War
## 30
## Drama, Western
## 13
## Family
## 72
## Family, Adventure, Comedy
## 1
## Family, Adventure, Comedy, Crime
## 1
## Family, Comedy, Music
## 1
## Family, Drama
## 1
## Family, Fantasy
## 9
## Family, Fantasy, Horror, Mystery, Thriller
## 1
## Family, Fantasy, Music
## 1
## Family, Fantasy, Musical
## 4
## Family, Fantasy, Musical, Romance
## 1
## Family, Fantasy, Sci-Fi
## 1
## Family, Game-Show
## 3
## Family, Game-Show, Music, Reality-TV
## 1
## Family, Horror
## 1
## Family, Music
## 2
## Family, Music, Romance
## 1
## Family, Musical
## 2
## Family, Mystery
## 3
## Family, Romance
## 6
## Family, Sci-Fi
## 1
## Family, Sci-Fi, Thriller
## 1
## Family, Sport
## 3
## Fantasy
## 12
## Fantasy, History, Romance
## 1
## Fantasy, Horror
## 9
## Fantasy, Horror, Mystery
## 4
## Fantasy, Horror, Mystery, Romance, Thriller
## 1
## Fantasy, Horror, Mystery, Sci-Fi, Thriller
## 1
## Fantasy, Horror, Mystery, Thriller
## 3
## Fantasy, Horror, Sci-Fi, Thriller
## 1
## Fantasy, Horror, Thriller
## 6
## Fantasy, Music
## 1
## Fantasy, Musical
## 1
## Fantasy, Mystery
## 2
## Fantasy, Mystery, Romance
## 3
## Fantasy, Mystery, Romance, Sci-Fi, Thriller
## 1
## Fantasy, Mystery, Romance, Thriller
## 1
## Fantasy, Mystery, Sci-Fi, Thriller
## 2
## Fantasy, Mystery, Thriller
## 1
## Fantasy, Romance
## 10
## Fantasy, Sci-Fi
## 1
## Fantasy, Sci-Fi, Thriller
## 1
## Fantasy, Thriller
## 3
## Film-Noir, Mystery, Thriller
## 1
## Game-Show
## 9
## Game-Show, Music
## 2
## Game-Show, Music, Reality-TV
## 2
## Game-Show, Reality-TV
## 23
## Game-Show, Reality-TV, Romance
## 1
## Game-Show, Reality-TV, Sport
## 1
## Game-Show, Talk-Show
## 2
## History
## 7
## History, Drama
## 1
## History, Horror, Romance
## 1
## History, Sport, Thriller
## 1
## History, Thriller
## 1
## History, War
## 1
## Horror
## 113
## Horror, Drama
## 1
## Horror, Music, Mystery
## 1
## Horror, Music, Thriller
## 1
## Horror, Mystery
## 27
## Horror, Mystery, Sci-Fi
## 4
## Horror, Mystery, Sci-Fi, Thriller
## 6
## Horror, Mystery, Thriller
## 101
## Horror, Reality-TV
## 1
## Horror, Romance
## 3
## Horror, Sci-Fi
## 11
## Horror, Sci-Fi, Thriller
## 12
## Horror, Thriller
## 91
## Horror, Thriller, War
## 1
## Horror, War
## 1
## Music
## 20
## Music, Musical
## 1
## Music, Reality-TV
## 4
## Music, Romance
## 3
## Musical
## 11
## Musical, Comedy, Romance, Drama
## 1
## Musical, Family, Comedy, Drama
## 1
## Musical, Fantasy
## 1
## Musical, Romance
## 5
## Musical, War
## 1
## Mystery
## 18
## Mystery, Reality-TV, Sci-Fi
## 1
## Mystery, Romance, Thriller
## 3
## Mystery, Sci-Fi, Thriller
## 10
## Mystery, Short
## 1
## Mystery, Thriller
## 35
## News
## 1
## News, Talk-Show
## 1
## Reality-TV
## 113
## Reality-TV, Romance
## 6
## Romance
## 97
## Romance, Comedy
## 3
## Romance, Drama
## 2
## Romance, Drama, Mystery
## 1
## Romance, Sci-Fi
## 1
## Romance, Sci-Fi, Thriller
## 1
## Romance, Sport
## 1
## Romance, Thriller
## 1
## Sci-Fi
## 10
## Sci-Fi, Short
## 1
## Sci-Fi, Short, Animation
## 1
## Sci-Fi, Thriller
## 9
## Short
## 29
## Short, Action
## 5
## Short, Action, Adventure, Fantasy
## 1
## Short, Action, Comedy, Crime, Romance, Sci-Fi
## 1
## Short, Action, Comedy, Drama
## 1
## Short, Action, Crime
## 1
## Short, Action, Crime, Drama, Thriller
## 1
## Short, Action, Drama, History
## 1
## Short, Action, Drama, Sci-Fi, Thriller
## 1
## Short, Action, Sci-Fi
## 1
## Short, Adventure, Comedy, Crime, Western
## 1
## Short, Adventure, Comedy, Drama, History, Sci-Fi
## 1
## Short, Adventure, Comedy, Family
## 1
## Short, Adventure, Drama, Musical, Romance
## 1
## Short, Adventure, Drama, Sci-Fi
## 1
## Short, Animation
## 1
## Short, Animation, Family
## 1
## Short, Comedy
## 25
## Short, Comedy, Crime, Drama
## 1
## Short, Comedy, Crime, Drama, Fantasy, Music, Mystery, Thriller
## 1
## Short, Comedy, Crime, Horror
## 1
## Short, Comedy, Drama
## 2
## Short, Comedy, Drama, Fantasy
## 1
## Short, Comedy, Drama, Romance
## 2
## Short, Comedy, Family
## 1
## Short, Comedy, Fantasy, Musical
## 1
## Short, Comedy, Horror
## 1
## Short, Comedy, Horror, Thriller
## 1
## Short, Comedy, Romance
## 6
## Short, Comedy, Sci-Fi
## 1
## Short, Comedy, Sport
## 2
## Short, Comedy, Thriller
## 1
## Short, Crime
## 3
## Short, Crime, Drama
## 3
## Short, Crime, Drama, Mystery, Thriller
## 1
## Short, Documentary
## 2
## Short, Drama
## 58
## Short, Drama, Family
## 5
## Short, Drama, Family, Fantasy
## 1
## Short, Drama, Fantasy
## 2
## Short, Drama, History
## 1
## Short, Drama, Horror
## 1
## Short, Drama, Music
## 2
## Short, Drama, Mystery, Sci-Fi
## 1
## Short, Drama, Romance
## 4
## Short, Drama, Sci-Fi
## 1
## Short, Drama, Sci-Fi, Thriller
## 1
## Short, Drama, Sport
## 1
## Short, Drama, Thriller
## 4
## Short, Family
## 3
## Short, Fantasy
## 3
## Short, Fantasy, Horror
## 2
## Short, Horror
## 4
## Short, Horror, Mystery, Thriller
## 1
## Short, Horror, Sci-Fi, Thriller
## 1
## Short, Music
## 11
## Short, Mystery
## 1
## Short, Mystery, Sci-Fi
## 1
## Short, Mystery, Thriller
## 1
## Short, News
## 1
## Short, Romance
## 3
## Short, Sci-Fi
## 2
## Short, Sci-Fi, Thriller
## 1
## Short, Thriller
## 10
## Short, War
## 2
## Sport
## 10
## Talk-Show
## 10
## Thriller
## 104
## Thriller, Mystery
## 1
## War
## 1
## War, Drama, Action, Romance
## 1
## Western
## 6
## Western, Adventure
## 3table(Netflix$Series.or.Movie)##
## Movie Series
## 11697 3783CONDUCTNG DESCRIPTIVE ANALYSIS:
Descriptive analysis on few columns.
summary(Netflix$Hidden.Gem.Score)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.000 3.000 6.000 5.132 7.800 9.800summary(Netflix$IMDb.Score)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.000 5.300 6.400 5.615 7.200 9.700summary(Netflix$Rotten.Tomatoes.Score)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.00 0.00 0.00 24.54 53.00 100.00summary(Netflix$IMDb.Votes)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0 131 1396 36929 13951 2354197Comparing Hidden.Gem.Score, IMDb.Score, Rotten.Tomatoes.Score and IMDb.Votes with Series.or.Movies.
aggregate(Netflix$Hidden.Gem.Score ~ Netflix$Series.or.Movie, data = Netflix, FUN = mean)## Netflix$Series.or.Movie Netflix$Hidden.Gem.Score
## 1 Movie 4.937463
## 2 Series 5.732223aggregate(Netflix$Hidden.Gem.Score ~ Netflix$Series.or.Movie, data = Netflix, FUN = median)## Netflix$Series.or.Movie Netflix$Hidden.Gem.Score
## 1 Movie 5.3
## 2 Series 7.3aggregate(Netflix$Hidden.Gem.Score ~ Netflix$Series.or.Movie, data = Netflix, FUN = max)## Netflix$Series.or.Movie Netflix$Hidden.Gem.Score
## 1 Movie 9.8
## 2 Series 9.6aggregate(Netflix$Hidden.Gem.Score ~ Netflix$Series.or.Movie, data = Netflix, FUN = min)## Netflix$Series.or.Movie Netflix$Hidden.Gem.Score
## 1 Movie 0
## 2 Series 0aggregate(Netflix$IMDb.Score ~ Netflix$Series.or.Movie, data = Netflix, FUN = mean)## Netflix$Series.or.Movie Netflix$IMDb.Score
## 1 Movie 5.543524
## 2 Series 5.836928aggregate(Netflix$IMDb.Score ~ Netflix$Series.or.Movie, data = Netflix, FUN = median)## Netflix$Series.or.Movie Netflix$IMDb.Score
## 1 Movie 6.2
## 2 Series 7.0aggregate(Netflix$IMDb.Score ~ Netflix$Series.or.Movie, data = Netflix, FUN = max)## Netflix$Series.or.Movie Netflix$IMDb.Score
## 1 Movie 9.7
## 2 Series 9.5aggregate(Netflix$IMDb.Score ~ Netflix$Series.or.Movie, data = Netflix, FUN = min)## Netflix$Series.or.Movie Netflix$IMDb.Score
## 1 Movie 0
## 2 Series 0aggregate(Netflix$Rotten.Tomatoes.Score ~ Netflix$Series.or.Movie, data = Netflix, FUN = mean)## Netflix$Series.or.Movie Netflix$Rotten.Tomatoes.Score
## 1 Movie 31.509960
## 2 Series 2.988105aggregate(Netflix$Rotten.Tomatoes.Score ~ Netflix$Series.or.Movie, data = Netflix, FUN = median)## Netflix$Series.or.Movie Netflix$Rotten.Tomatoes.Score
## 1 Movie 13
## 2 Series 0aggregate(Netflix$Rotten.Tomatoes.Score ~ Netflix$Series.or.Movie, data = Netflix, FUN = max)## Netflix$Series.or.Movie Netflix$Rotten.Tomatoes.Score
## 1 Movie 100
## 2 Series 100aggregate(Netflix$Rotten.Tomatoes.Score ~ Netflix$Series.or.Movie, data = Netflix, FUN = min)## Netflix$Series.or.Movie Netflix$Rotten.Tomatoes.Score
## 1 Movie 0
## 2 Series 0aggregate(Netflix$IMDb.Votes ~ Netflix$Series.or.Movie, data = Netflix, FUN = mean)## Netflix$Series.or.Movie Netflix$IMDb.Votes
## 1 Movie 44100.60
## 2 Series 14755.14aggregate(Netflix$IMDb.Votes ~ Netflix$Series.or.Movie, data = Netflix, FUN = median)## Netflix$Series.or.Movie Netflix$IMDb.Votes
## 1 Movie 1917
## 2 Series 556aggregate(Netflix$IMDb.Votes ~ Netflix$Series.or.Movie, data = Netflix, FUN = max)## Netflix$Series.or.Movie Netflix$IMDb.Votes
## 1 Movie 2354197
## 2 Series 1469976aggregate(Netflix$IMDb.Votes ~ Netflix$Series.or.Movie, data = Netflix, FUN = min)## Netflix$Series.or.Movie Netflix$IMDb.Votes
## 1 Movie 0
## 2 Series 0SUMMARY STATISTICS.
skimr::skim_without_charts(Netflix)| Name | Netflix |
| Number of rows | 15480 |
| Number of columns | 22 |
| _______________________ | |
| Column type frequency: | |
| character | 12 |
| Date | 2 |
| numeric | 8 |
| ________________________ | |
| Group variables | None |
Variable type: character
| skim_variable | n_missing | complete_rate | min | max | empty | n_unique | whitespace |
|---|---|---|---|---|---|---|---|
| Title | 0 | 1 | 1 | 106 | 0 | 15071 | 0 |
| Genre | 0 | 1 | 0 | 103 | 1710 | 1781 | 0 |
| Tags | 0 | 1 | 0 | 653 | 67 | 13379 | 0 |
| Languages | 0 | 1 | 0 | 123 | 1935 | 1439 | 0 |
| Series.or.Movie | 0 | 1 | 5 | 6 | 0 | 2 | 0 |
| Country.Availability | 0 | 1 | 0 | 321 | 19 | 7531 | 0 |
| Runtime | 0 | 1 | 0 | 12 | 1 | 5 | 0 |
| Director | 0 | 1 | 0 | 196 | 4708 | 6747 | 0 |
| Writer | 0 | 1 | 0 | 458 | 4330 | 9651 | 0 |
| Actors | 0 | 1 | 0 | 105 | 1925 | 12935 | 0 |
| View.Rating | 0 | 1 | 0 | 9 | 7024 | 29 | 0 |
| Boxoffice | 0 | 1 | 0 | 12 | 11473 | 3837 | 0 |
Variable type: Date
| skim_variable | n_missing | complete_rate | min | max | median | n_unique |
|---|---|---|---|---|---|---|
| Release.Date | 2107 | 0.86 | 1910-04-25 | 2022-10-14 | 2015-08-18 | 5314 |
| Netflix.Release.Date | 0 | 1.00 | 2015-04-14 | 2021-03-04 | 2018-10-05 | 1823 |
Variable type: numeric
| skim_variable | n_missing | complete_rate | mean | sd | p0 | p25 | p50 | p75 | p100 |
|---|---|---|---|---|---|---|---|---|---|
| Hidden.Gem.Score | 0 | 1.00 | 5.13 | 2.92 | 0 | 3.0 | 6.0 | 7.80 | 9.8 |
| IMDb.Score | 0 | 1.00 | 5.62 | 2.47 | 0 | 5.3 | 6.4 | 7.20 | 9.7 |
| Rotten.Tomatoes.Score | 0 | 1.00 | 24.54 | 34.04 | 0 | 0.0 | 0.0 | 53.00 | 100.0 |
| Awards.Received | 0 | 1.00 | 3.44 | 12.24 | 0 | 0.0 | 0.0 | 2.00 | 300.0 |
| Awards.Nominated.For | 0 | 1.00 | 6.92 | 22.11 | 0 | 0.0 | 0.0 | 5.00 | 386.0 |
| IMDb.Votes | 0 | 1.00 | 36929.16 | 117772.19 | 0 | 131.0 | 1395.5 | 13951.25 | 2354197.0 |
| Released_Year | 2107 | 0.86 | 2011.09 | 11.56 | 1910 | 2009.0 | 2015.0 | 2018.00 | 2022.0 |
| Released_Year_Net | 0 | 1.00 | 2017.87 | 1.97 | 2015 | 2016.0 | 2018.0 | 2020.00 | 2021.0 |
Data Visualization:
Let’s visualize the count of total series and movies in our dataset.
colors <- rep("black", length = 2)
colors[1] <- "crimson"
count <- table(Netflix$Series.or.Movie)
fig <- plot_ly(data = Netflix, x = ~Series.or.Movie, y = ~count, type = "bar",
text = ~count, textposition = "outside", marker = list(color = colors))
fig <- fig %>%
layout(
title = "More Movie️ or TV Series ?",
uniformtext = list(minsize = 8, mode = "hide"),
barmode = "group",
xaxis = list(tickangle = -45, title = "Category", titlefont = list(size = 14)),
yaxis = list(title = "Quantity", titlefont = list(size = 14)),
annotations = list(
text = ~count,
x = ~Series.or.Movie,
y = ~count,
textposition = "outside"
)
)
figWe can see there are more series than movies in our dataset.
We are diving our dataframe into two so we can work and analyze separately.
Netflix_movie <- subset(Netflix, Series.or.Movie == 'Movie')
Netflix_movie_head <- head(Netflix_movie, n = 1)Netflix_series <- subset(Netflix, Series.or.Movie == 'Series')
Netflix_series_head <- head(Netflix_series, n = 1)Let’s first remove the missing values if there is any from Genre column then let’s see which which are the most popular genres in series.
Netflix_series_gen <- na.omit(Netflix_series[!is.na(Netflix_series$Genre), ])colors_10 <- c('DarkRed', 'FireBrick', 'Red', 'Crimson', 'IndianRed', 'slategray', 'gray', 'dimgrey', 'DarkSlateGrey', 'black')
series_gen_list <- strsplit(Netflix_series_gen$Genre, ',')
s_gen_list <- table(unlist(series_gen_list))
s_gen_df <- data.frame(Genre = names(s_gen_list), Counts_of_Genres_in_Tv_Series = as.numeric(s_gen_list))
s_gen_df <- s_gen_df[order(s_gen_df$Counts_of_Genres_in_Tv_Series, decreasing = TRUE), ]
top_10_s_gen <- head(s_gen_df, 10)
fig <- plot_ly(
data = top_10_s_gen,
x = ~Genre,
y = ~Counts_of_Genres_in_Tv_Series,
text = ~Counts_of_Genres_in_Tv_Series,
type = 'bar',
marker = list(color = colors_10)
) %>%
layout(
title = 'Which are the most popular genres in Tv Series?',
yaxis = list(title = 'Quantity', titlefont = list(size = 14)),
xaxis = list(title = 'Genres', titlefont = list(size = 14)),
uniformtext = list(minsize = 8, mode = 'hide'),
bargap = 0.1
)
figNow let’s look at the most popular genres in movies.
Netflix_movie_gen <- na.omit(Netflix_movie[!is.na(Netflix_movie$Genre), ])colors_10 <- c('DarkRed', 'FireBrick', 'Red', 'Crimson', 'IndianRed', 'slategray', 'gray', 'dimgrey', 'DarkSlateGrey', 'black')
movie_gen_list <- strsplit(Netflix_movie_gen$Genre, ',')
m_gen_list <- table(unlist(movie_gen_list))
m_gen_df <- data.frame(Genre = names(m_gen_list), Counts_of_Genres_in_movies = as.numeric(m_gen_list))
m_gen_df <- m_gen_df[order(m_gen_df$Counts_of_Genres_in_movies, decreasing = TRUE), ]
top_10_m_gen <- head(m_gen_df, 10)
fig <- plot_ly(
data = top_10_m_gen,
x = ~Genre,
y = ~Counts_of_Genres_in_movies,
text = ~Counts_of_Genres_in_movies,
type = 'bar',
marker = list(color = colors_10)
) %>%
layout(
title = 'Which are the most popular genres in Movies?',
yaxis = list(title = 'Quantity', titlefont = list(size = 14)),
xaxis = list(title = 'Genres', titlefont = list(size = 14)),
uniformtext = list(minsize = 8, mode = 'hide'),
bargap = 0.1
)
figLet’s see what we can do with tags.
df_series_tag <- na.omit(Netflix_series[Netflix_series$Tags != "", ])series_tags <- df_series_tag$Tags
words <- c()
for (tag in series_tags) {
doc <- tolower(tag)
doc <- removePunctuation(doc)
doc <- removeNumbers(doc)
doc <- removeWords(doc, stopwords("english"))
words <- c(words, strsplit(doc, "\\s+")[[1]])
}
wordcloud_data <- data.frame(words = words)
wordcloud(wordcloud_data$words, random.order = FALSE,
colors = brewer.pal(8, "Dark2"),
max.words = 100, scale=c(3, 0.5),
random.color = TRUE)## Warning in tm_map.SimpleCorpus(corpus, tm::removePunctuation): transformation
## drops documents## Warning in tm_map.SimpleCorpus(corpus, function(x) tm::removeWords(x,
## tm::stopwords())): transformation drops documents
Similarly we will do for movies.
df_movie_tag <- na.omit(Netflix_movie[Netflix_movie$Tags != "", ])movie_tags <- df_movie_tag$Tags
words <- c()
for (tag in movie_tags) {
doc <- tolower(tag)
doc <- removePunctuation(doc)
doc <- removeNumbers(doc)
doc <- removeWords(doc, stopwords("english"))
words <- c(words, strsplit(doc, "\\s+")[[1]])
}
wordcloud_data <- data.frame(words = words)
wordcloud(wordcloud_data$words, random.order = FALSE,
colors = brewer.pal(8, "Dark2"),
max.words = 100, scale=c(3, 0.5),
random.color = TRUE)## Warning in tm_map.SimpleCorpus(corpus, tm::removePunctuation): transformation
## drops documents## Warning in tm_map.SimpleCorpus(corpus, function(x) tm::removeWords(x,
## tm::stopwords())): transformation drops documents
Let’s see which spoken language do we have for series.
Netflix_series_lan <- Netflix_series[!is.na(Netflix_series$Languages), ]
series_lan_list <- strsplit(Netflix_series_lan$Languages, ", ")
s_lan_list <- list()
for (languages in series_lan_list) {
for (language in languages) {
if (language %in% names(s_lan_list)) {
s_lan_list[[language]] <- s_lan_list[[language]] + 1
} else {
s_lan_list[[language]] <- 1
}
}
}
s_lan_df <- data.frame(
language = names(s_lan_list),
Counts_of_language = unlist(s_lan_list),
stringsAsFactors = FALSE
)
top_10_s_lan <- s_lan_df %>%
arrange(desc(Counts_of_language)) %>%
head(10)
fig <- plot_ly(
data = top_10_s_lan,
type = "bar",
x = ~language,
y = ~Counts_of_language,
text = ~Counts_of_language,
textposition = "auto",
marker = list(color = colors_10)
)
fig <- fig %>%
layout(
title = "Top 10 languages in series?",
xaxis = list(title = "languages", titlefont = list(size = 14)),
yaxis = list(title = "Quantity", titlefont = list(size = 14)),
uniformtext = list(minsize = 8, mode = "hide")
)
figSimilartly we will do for movies.
Netflix_movie_lan <- Netflix_movie[!is.na(Netflix_movie$Languages), ]
movie_lan_list <- strsplit(Netflix_movie_lan$Languages, ", ")
m_lan_list <- list()
for (languages in movie_lan_list) {
for (language in languages) {
if (language %in% names(m_lan_list)) {
m_lan_list[[language]] <- m_lan_list[[language]] + 1
} else {
m_lan_list[[language]] <- 1
}
}
}
m_lan_df <- data.frame(
language = names(m_lan_list),
Counts_of_language = unlist(m_lan_list),
stringsAsFactors = FALSE
)
top_10_m_lan <- m_lan_df %>%
arrange(desc(Counts_of_language)) %>%
head(10)
fig <- plot_ly(
data = top_10_m_lan,
type = "bar",
x = ~language,
y = ~Counts_of_language,
text = ~Counts_of_language,
textposition = "auto",
marker = list(color = colors_10)
)
fig <- fig %>%
layout(
title = "Top 10 languages in movies?",
xaxis = list(title = "languages", titlefont = list(size = 14)),
yaxis = list(title = "Quantity", titlefont = list(size = 14)),
uniformtext = list(minsize = 8, mode = "hide")
)
figNow let’s see for which countries have a larger availability in series.
Netflix_series_ctr <- Netflix_series[!is.na(Netflix_series$Country.Availability), ]
series_ctr_list <- strsplit(Netflix_series_ctr$Country.Availability, ", ")
s_ctr_list <- list()
for (countries in series_ctr_list) {
for (country in countries) {
if (country %in% names(s_ctr_list)) {
s_ctr_list[[country]] <- s_ctr_list[[country]] + 1
} else {
s_ctr_list[[country]] <- 1
}
}
}
s_ctr_df <- data.frame(
Country = names(s_ctr_list),
Counts_of_Country_Availability = unlist(s_ctr_list),
stringsAsFactors = FALSE
)
top_10_s_ctr <- s_ctr_df %>%
arrange(desc(Counts_of_Country_Availability)) %>%
head(10)fig <- plot_ly(
data = top_10_s_ctr,
type = "bar",
x = ~Country,
y = ~Counts_of_Country_Availability,
text = ~Counts_of_Country_Availability,
textposition = "auto",
marker = list(color = colors_10)
)
fig <- fig %>%
layout(
title = "Which countries have a larger Series Availability?",
xaxis = list(title = "Countries", titlefont = list(size = 14)),
yaxis = list(title = "Quantity", titlefont = list(size = 14)),
uniformtext = list(minsize = 8, mode = "hide")
)
figFor movies.
Netflix_movie_lan <- Netflix_movie[!is.na(Netflix_movie$Languages), ]
movie_lan_list <- strsplit(Netflix_movie_lan$Languages, ", ")
m_lan_list <- list()
for (languages in movie_lan_list) {
for (language in languages) {
if (language %in% names(m_lan_list)) {
m_lan_list[[language]] <- m_lan_list[[language]] + 1
} else {
m_lan_list[[language]] <- 1
}
}
}
m_lan_df <- data.frame(
language = names(m_lan_list),
Counts_of_language = unlist(m_lan_list),
stringsAsFactors = FALSE
)
top_10_m_lan <- m_lan_df %>%
arrange(desc(Counts_of_language)) %>%
head(10)fig <- plot_ly(
data = top_10_m_lan,
type = "bar",
x = ~language,
y = ~Counts_of_language,
text = ~Counts_of_language,
textposition = "auto",
marker = list(color = colors_10)
)
fig <- fig %>%
layout(
title = "Top 10 languages in movies?",
xaxis = list(title = "languages", titlefont = list(size = 14)),
yaxis = list(title = "Quantity", titlefont = list(size = 14)),
uniformtext = list(minsize = 8, mode = "hide")
)
figlet’s find out what this dataframe teaches us about the duration of the various TV series or films.
Netflix_series_drt <- Netflix_series[!is.na(Netflix_series$Runtime), ]
runtime_counts <- table(Netflix_series_drt$Runtime)
runtime_counts##
## < 30 minutes
## 1 3782we can see this dataframe telling us that Netflix series episodes are always 30 minutes or less.
Netflix_movie_drt <- Netflix_movie[complete.cases(Netflix_movie$Runtime), ]
count_d <- table(Netflix_movie_drt$Runtime)
df_count <- data.frame(Duration = names(count_d), Count = as.vector(count_d))
fig <- plot_ly(
data = df_count,
type = "bar",
x = ~Duration,
y = ~Count,
text = ~Count,
textposition = "auto",
marker = list(color = colors_10)
)
fig <- fig %>%
layout(
title = "What is the average duration of a movie on Netflix?",
xaxis = list(title = "Duration", titlefont = list(size = 14)),
yaxis = list(title = "Quantity", titlefont = list(size = 14)),
uniformtext = list(minsize = 8, mode = "hide")
)
figLet’s see Which directors have directed more TV Series.
Netflix_series_dir <- Netflix_series[!is.na(Netflix_series$Director), ]
series_dir_list <- strsplit(Netflix_series_dir$Director, ', ')
s_dir_list <- list()
for (directors in series_dir_list) {
for (director in directors) {
if (director %in% names(s_dir_list)) {
s_dir_list[[director]] <- s_dir_list[[director]] + 1
} else {
s_dir_list[[director]] <- 1
}
}
}
s_dir_df <- data.frame(Director = names(s_dir_list), Director_Counts = unlist(s_dir_list))
s_dir_df <- s_dir_df[order(s_dir_df$Director_Counts, decreasing = TRUE), ]
top_10_s_dir <- head(s_dir_df, 10)fig <- plot_ly(
data = top_10_s_dir,
type = "bar",
x = ~Director,
y = ~Director_Counts,
text = ~Director_Counts,
textposition = "auto",
marker = list(color = colors_10)
)
fig <- fig %>%
layout(
title = "Which directors have directed more TV Series?",
xaxis = list(title = "Directors", titlefont = list(size = 14)),
yaxis = list(title = "Number of TV Series directed", titlefont = list(size = 14)),
uniformtext = list(minsize = 8, mode = "hide")
)
figLet’s see for movies.
Netflix_movie_dir <- Netflix_movie[!is.na(Netflix_movie$Director), ]
movie_dir_list <- strsplit(Netflix_movie_dir$Director, ', ')
m_dir_list <- list()
for (directors in movie_dir_list) {
for (director in directors) {
if (director %in% names(m_dir_list)) {
m_dir_list[[director]] <- m_dir_list[[director]] + 1
} else {
m_dir_list[[director]] <- 1
}
}
}
m_dir_df <- data.frame(Director = names(m_dir_list), Director_Counts = unlist(m_dir_list))
m_dir_df <- m_dir_df[order(m_dir_df$Director_Counts, decreasing = TRUE), ]
top_10_m_dir <- head(m_dir_df, 10)fig <- plot_ly(
data = top_10_m_dir,
type = "bar",
x = ~Director,
y = ~Director_Counts,
text = ~Director_Counts,
textposition = "auto",
marker = list(color = colors_10)
)
fig <- fig %>%
layout(
title = "Which directors have directed more Movies?",
xaxis = list(title = "Directors", titlefont = list(size = 14)),
yaxis = list(title = "Number of TV Movies directed", titlefont = list(size = 14)),
uniformtext = list(minsize = 8, mode = "hide")
)
figNow let’s see Which actors have played more TV Series.
Netflix_series_act <- Netflix_series[!is.na(Netflix_series$Actors), ]
series_act_list <- strsplit(Netflix_series_act$Actors, ', ')
s_act_list <- list()
for (actors in series_act_list) {
for (actor in actors) {
if (actor %in% names(s_act_list)) {
s_act_list[[actor]] <- s_act_list[[actor]] + 1
} else {
s_act_list[[actor]] <- 1
}
}
}
s_act_df <- data.frame(Actor = names(s_act_list), Actor_Counts = unlist(s_act_list))
s_act_df <- s_act_df[order(s_act_df$Actor_Counts, decreasing = TRUE), ]
top_10_s_act <- head(s_act_df, 10)fig <- plot_ly(
data = top_10_s_act,
type = "bar",
x = ~Actor,
y = ~Actor_Counts,
text = ~Actor_Counts,
textposition = "auto",
marker = list(color = colors_10)
)
fig <- fig %>%
layout(
title = "Which actors have played more TV Series?",
xaxis = list(title = "Actors", titlefont = list(size = 14)),
yaxis = list(title = "Number of TV Series played", titlefont = list(size = 14)),
uniformtext = list(minsize = 8, mode = "hide")
)
figSimilarly we will see for movies.
Netflix_movie_act <- Netflix_movie[!is.na(Netflix_movie$Actors), ]
movie_act_list <- strsplit(Netflix_movie_act$Actors, ', ')
m_act_list <- list()
for (actors in movie_act_list) {
for (actor in actors) {
if (actor %in% names(m_act_list)) {
m_act_list[[actor]] <- m_act_list[[actor]] + 1
} else {
m_act_list[[actor]] <- 1
}
}
}
m_act_df <- data.frame(Actor = names(m_act_list), Actor_Counts = unlist(m_act_list))
m_act_df <- m_act_df[order(m_act_df$Actor_Counts, decreasing = TRUE), ]
top_10_m_act <- head(m_act_df, 10)fig <- plot_ly(
data = top_10_m_act,
type = "bar",
x = ~Actor,
y = ~Actor_Counts,
text = ~Actor_Counts,
textposition = "auto",
marker = list(color = colors_10)
)
fig <- fig %>%
layout(
title = "Which actors have played more Movies?",
xaxis = list(title = "Actors", titlefont = list(size = 14)),
yaxis = list(title = "Number of Movies played", titlefont = list(size = 14)),
uniformtext = list(minsize = 8, mode = "hide")
)
figLet’s see Which are the most rated TV Series for IMDb.
Netflix_series_imdb <- Netflix_series[!is.na(Netflix_series$IMDb.Score), ]
Netflix_series_imdb <- Netflix_series_imdb[order(Netflix_series_imdb$IMDb.Score, decreasing = TRUE), ]
top_s_imdb_10_list <- head(Netflix_series_imdb, 10)
fig <- plot_ly(
data = top_s_imdb_10_list,
type = "bar",
x = ~Title,
y = ~IMDb.Score,
text = ~IMDb.Score,
textposition = "auto",
marker = list(color = colors_10)
)
fig <- fig %>%
layout(
title = "Which are the most rated TV Series for IMDb?",
xaxis = list(title = "Titles", titlefont = list(size = 14)),
yaxis = list(title = "IMDb Score", titlefont = list(size = 14)),
uniformtext = list(minsize = 8, mode = "hide")
)
figSimilarly we will see for movies.
Netflix_movie_imdb <- Netflix_movie[!is.na(Netflix_movie$IMDb.Score), ]
Netflix_movie_imdb <- Netflix_movie_imdb[order(Netflix_movie_imdb$IMDb.Score, decreasing = TRUE), ]
top_m_imdb_10_list <- head(Netflix_movie_imdb, 10)
fig <- plot_ly(
data = top_m_imdb_10_list,
type = "bar",
x = ~Title,
y = ~IMDb.Score,
text = ~IMDb.Score,
textposition = "auto",
marker = list(color = colors_10)
)
fig <- fig %>%
layout(
title = "Which are the most rated Movies for IMDb?",
xaxis = list(title = "Titles", titlefont = list(size = 14)),
yaxis = list(title = "IMDb Score", titlefont = list(size = 14)),
uniformtext = list(minsize = 8, mode = "hide")
)
figNow let’s see Which are the most rated TV Series for Rotten Tomatoes.
Netflix_series_rt <- Netflix_series[!is.na(Netflix_series$Rotten.Tomatoes.Score), ]
Netflix_series_rt <- Netflix_series_rt[order(Netflix_series_rt$Rotten.Tomatoes.Score, decreasing = TRUE), ]
top_s_rt_10_list <- head(Netflix_series_rt, 10)
fig <- plot_ly(
data = top_s_rt_10_list,
type = "bar",
x = ~Title,
y = ~Rotten.Tomatoes.Score,
text = ~Rotten.Tomatoes.Score,
textposition = "auto",
marker = list(color = colors_10)
)
fig <- fig %>%
layout(
title = "Which are the most rated TV Series for Rotten Tomatoes?",
xaxis = list(title = "Titles", titlefont = list(size = 14)),
yaxis = list(title = "Rotten Tomatoes Score", titlefont = list(size = 14)),
uniformtext = list(minsize = 8, mode = "hide")
)
figSimilarly for movies.
Netflix_movie_rt <- Netflix_movie[!is.na(Netflix_movie$Rotten.Tomatoes.Score), ]
Netflix_movie_rt <- Netflix_movie_rt[order(Netflix_movie_rt$Rotten.Tomatoes.Score, decreasing = TRUE), ]
top_m_rt_10_list <- head(Netflix_movie_rt, 10)
fig <- plot_ly(
data = top_m_rt_10_list,
type = "bar",
x = ~Title,
y = ~Rotten.Tomatoes.Score,
text = ~Rotten.Tomatoes.Score,
textposition = "auto",
marker = list(color = colors_10)
)
fig <- fig %>%
layout(
title = "Which are the most rated Movies for Rotten Tomatoes?",
xaxis = list(title = "Titles", titlefont = list(size = 14)),
yaxis = list(title = "Rotten Tomatoes Score", titlefont = list(size = 14)),
uniformtext = list(minsize = 8, mode = "hide")
)
figNow let’s see the top 15 series with most awards.
Netflix_series_awr <- Netflix_series[!is.na(Netflix_series$Awards.Received), ]
Netflix_series_awr <- Netflix_series_awr[order(Netflix_series_awr$Awards.Received, decreasing = TRUE), ]
top_s_awr_15_list <- head(Netflix_series_awr, 15)
top_s_awr_15_df <- head(top_s_awr_15_list, 15)
ggplot(top_s_awr_15_df, aes(x = Title, y = Awards.Received, fill = Awards.Received)) +
geom_bar(stat = 'identity') +
scale_fill_gradient(low = "darkred", high = "black") +
labs(title = 'Top 15 series with most awards',
x = 'Titles',
y = 'Awards Received') +
theme_minimal() +
theme(axis.text.x = element_text(angle = 90, hjust = 1))
For movies.
Netflix_movie_awr <- Netflix_movie[complete.cases(Netflix_movie$Awards.Received), ]
Netflix_movie_awr <- Netflix_movie_awr[order(Netflix_movie_awr$Awards.Received, decreasing = TRUE), ]
top_m_awr_15_list <- head(Netflix_movie_awr, 15)
top_m_awr_15_df <- head(top_m_awr_15_list, 15)
ggplot(top_m_awr_15_df, aes(x = Title, y = Awards.Received, fill = Awards.Received)) +
geom_bar(stat = 'identity') +
scale_fill_gradient(low = "darkred", high = "black") +
labs(title = 'Top 15 series with most awards',
x = 'Titles',
y = 'Awards Received') +
theme_minimal() +
theme(axis.text.x = element_text(angle = 90, hjust = 1))
Now let’s see in which year there have been more Series released.
Netflix_series_rel <- Netflix_series[!is.na(Netflix_series$Released_Year_Net), ]
series_rel_list <- Netflix_series_act$Released_Year_Net
s_rel_list <- table(series_rel_list)
s_rel_df <- data.frame('Year' = names(s_rel_list), 'Counts' = as.numeric(s_rel_list))
s_rel_df <- s_rel_df[order(-s_rel_df$Counts), ]
top_10_s_rel <- head(s_rel_df, 10)
fig <- plot_ly(
data = top_10_s_rel,
type = "bar",
x = ~Year,
y = ~Counts,
text = ~Counts,
textposition = "auto",
marker = list(color = colors_10)
)
fig <- fig %>%
layout(
title = "In which year there have been more TV Series released?",
yaxis = list(title = "Number of releases", titlefont = list(size = 14)),
xaxis = list(title = "Year", titlefont = list(size = 14)),
uniformtext = list(minsize = 8, mode = "hide")
)
figFor movies.
Netflix_movie_rel <- Netflix_movie[!is.na(Netflix_movie$Released_Year_Net), ]
movie_rel_list <- Netflix_movie_act$Released_Year_Net
m_rel_list <- table(movie_rel_list)
m_rel_df <- data.frame('Year' = names(m_rel_list), 'Counts' = as.numeric(m_rel_list))
m_rel_df <- m_rel_df[order(-m_rel_df$Counts), ]
top_10_m_rel <- head(m_rel_df, 10)
fig <- plot_ly(
data = top_10_m_rel,
type = "bar",
x = ~Year,
y = ~Counts,
text = ~Counts,
textposition = "auto",
marker = list(color = colors_10)
)
fig <- fig %>%
layout(
title = "In which year there have been more Movies released?",
yaxis = list(title = "Number of releases", titlefont = list(size = 14)),
xaxis = list(title = "Year", titlefont = list(size = 14)),
uniformtext = list(minsize = 8, mode = "hide")
)
fig